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@@ -99,13 +99,15 @@ $(document).ready(function(){initNavTree('dc/d38/ordinary__least__squares__regre
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<p>Linear regression example using <a href="https://en.wikipedia.org/wiki/Ordinary_least_squares">Ordinary least squares</a>
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<a href="#details">More...</a></p>
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<div class="textblock"><code>#include <iomanip></code><br />
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<div class="textblock"><code>#include <cassert></code><br />
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<code>#include <cmath></code><br />
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<code>#include <iomanip></code><br />
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<code>#include <iostream></code><br />
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<code>#include <vector></code><br />
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</div><div class="textblock"><div class="dynheader">
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Include dependency graph for ordinary_least_squares_regressor.cpp:</div>
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<div class="dyncontent">
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<div class="center"><iframe scrolling="no" frameborder="0" src="../../d1/d4b/ordinary__least__squares__regressor_8cpp__incl.svg" width="256" height="127"><p><b>This browser is not able to show SVG: try Firefox, Chrome, Safari, or Opera instead.</b></p></iframe>
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<div class="center"><iframe scrolling="no" frameborder="0" src="../../d1/d4b/ordinary__least__squares__regressor_8cpp__incl.svg" width="430" height="127"><p><b>This browser is not able to show SVG: try Firefox, Chrome, Safari, or Opera instead.</b></p></iframe>
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</div>
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</div>
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</div><table class="memberdecls">
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@@ -153,6 +155,8 @@ Functions</h2></td></tr>
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<tr class="memitem:a4bcaaf41c66da4d3a471dacef133def7"><td class="memTemplParams" colspan="2">template<typename T > </td></tr>
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<tr class="memitem:a4bcaaf41c66da4d3a471dacef133def7"><td class="memTemplItemLeft" align="right" valign="top"><a class="elRef" target="_blank" href="http://en.cppreference.com/w/cpp/container/vector.html">std::vector</a>< float > </td><td class="memTemplItemRight" valign="bottom"><a class="el" href="../../dc/d38/ordinary__least__squares__regressor_8cpp.html#a4bcaaf41c66da4d3a471dacef133def7">predict_OLS_regressor</a> (<a class="elRef" target="_blank" href="http://en.cppreference.com/w/cpp/container/vector.html">std::vector</a>< <a class="elRef" target="_blank" href="http://en.cppreference.com/w/cpp/container/vector.html">std::vector</a>< T >> const &X, <a class="elRef" target="_blank" href="http://en.cppreference.com/w/cpp/container/vector.html">std::vector</a>< float > const &beta)</td></tr>
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<tr class="separator:a4bcaaf41c66da4d3a471dacef133def7"><td class="memSeparator" colspan="2"> </td></tr>
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<tr class="memitem:ae1a3968e7947464bee7714f6d43b7002"><td class="memItemLeft" align="right" valign="top">void </td><td class="memItemRight" valign="bottom"><a class="el" href="../../dc/d38/ordinary__least__squares__regressor_8cpp.html#ae1a3968e7947464bee7714f6d43b7002">test</a> ()</td></tr>
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<tr class="separator:ae1a3968e7947464bee7714f6d43b7002"><td class="memSeparator" colspan="2"> </td></tr>
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<tr class="memitem:ae66f6b31b5ad750f1fe042a706a4e3d4"><td class="memItemLeft" align="right" valign="top">int </td><td class="memItemRight" valign="bottom"><a class="el" href="../../dc/d38/ordinary__least__squares__regressor_8cpp.html#ae66f6b31b5ad750f1fe042a706a4e3d4">main</a> ()</td></tr>
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<tr class="separator:ae66f6b31b5ad750f1fe042a706a4e3d4"><td class="memSeparator" colspan="2"> </td></tr>
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</table>
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@@ -199,24 +203,24 @@ template<typename T > </div>
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</dd>
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</dl>
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<dl class="section return"><dt>Returns</dt><dd>fitted regression model polynomial coefficients </dd></dl>
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<div class="fragment"><div class="line"><a name="l00311"></a><span class="lineno"> 311</span>  {</div>
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<div class="line"><a name="l00312"></a><span class="lineno"> 312</span>  <span class="comment">// NxF</span></div>
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<div class="line"><a name="l00313"></a><span class="lineno"> 313</span>  <a class="codeRef" target="_blank" href="http://en.cppreference.com/w/cpp/container/vector.html">std::vector<std::vector<T></a>> X2 = X;</div>
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<div class="line"><a name="l00314"></a><span class="lineno"> 314</span>  <span class="keywordflow">for</span> (<span class="keywordtype">size_t</span> i = 0; i < X2.<a class="codeRef" target="_blank" href="http://en.cppreference.com/w/cpp/container/vector/size.html">size</a>(); i++)</div>
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<div class="line"><a name="l00315"></a><span class="lineno"> 315</span>  <span class="comment">// add Y-intercept -> Nx(F+1)</span></div>
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<div class="line"><a name="l00316"></a><span class="lineno"> 316</span>  X2[i].push_back(1);</div>
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<div class="line"><a name="l00317"></a><span class="lineno"> 317</span>  <span class="comment">// (F+1)xN</span></div>
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<div class="line"><a name="l00318"></a><span class="lineno"> 318</span>  <a class="codeRef" target="_blank" href="http://en.cppreference.com/w/cpp/container/vector.html">std::vector<std::vector<T></a>> Xt = <a class="code" href="../../dc/d38/ordinary__least__squares__regressor_8cpp.html#a889f9de199fa793497c864d8e493af05">get_transpose</a>(X2);</div>
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<div class="line"><a name="l00319"></a><span class="lineno"> 319</span>  <span class="comment">// (F+1)x(F+1)</span></div>
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<div class="line"><a name="l00320"></a><span class="lineno"> 320</span>  <a class="codeRef" target="_blank" href="http://en.cppreference.com/w/cpp/container/vector.html">std::vector<std::vector<T></a>> tmp = <a class="code" href="../../dc/d38/ordinary__least__squares__regressor_8cpp.html#a98ab8f75d981088369b89b8be2182483">get_inverse</a>(Xt * X2);</div>
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<div class="line"><a name="l00321"></a><span class="lineno"> 321</span>  <span class="comment">// (F+1)xN</span></div>
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<div class="line"><a name="l00322"></a><span class="lineno"> 322</span>  <a class="codeRef" target="_blank" href="http://en.cppreference.com/w/cpp/container/vector.html">std::vector<std::vector<float></a>> out = tmp * Xt;</div>
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<div class="line"><a name="l00323"></a><span class="lineno"> 323</span>  <span class="comment">// cout << endl</span></div>
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<div class="line"><a name="l00324"></a><span class="lineno"> 324</span>  <span class="comment">// << "Projection matrix: " << X2 * out << endl;</span></div>
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<div class="line"><a name="l00325"></a><span class="lineno"> 325</span>  </div>
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<div class="line"><a name="l00326"></a><span class="lineno"> 326</span>  <span class="comment">// Fx1,1 -> (F+1)^th element is the independent constant</span></div>
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<div class="line"><a name="l00327"></a><span class="lineno"> 327</span>  <span class="keywordflow">return</span> out * Y;</div>
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<div class="line"><a name="l00328"></a><span class="lineno"> 328</span> }</div>
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<div class="fragment"><div class="line"><a name="l00313"></a><span class="lineno"> 313</span>  {</div>
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<div class="line"><a name="l00314"></a><span class="lineno"> 314</span>  <span class="comment">// NxF</span></div>
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<div class="line"><a name="l00315"></a><span class="lineno"> 315</span>  <a class="codeRef" target="_blank" href="http://en.cppreference.com/w/cpp/container/vector.html">std::vector<std::vector<T></a>> X2 = X;</div>
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<div class="line"><a name="l00316"></a><span class="lineno"> 316</span>  <span class="keywordflow">for</span> (<span class="keywordtype">size_t</span> i = 0; i < X2.<a class="codeRef" target="_blank" href="http://en.cppreference.com/w/cpp/container/vector/size.html">size</a>(); i++)</div>
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<div class="line"><a name="l00317"></a><span class="lineno"> 317</span>  <span class="comment">// add Y-intercept -> Nx(F+1)</span></div>
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<div class="line"><a name="l00318"></a><span class="lineno"> 318</span>  X2[i].push_back(1);</div>
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<div class="line"><a name="l00319"></a><span class="lineno"> 319</span>  <span class="comment">// (F+1)xN</span></div>
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<div class="line"><a name="l00320"></a><span class="lineno"> 320</span>  <a class="codeRef" target="_blank" href="http://en.cppreference.com/w/cpp/container/vector.html">std::vector<std::vector<T></a>> Xt = <a class="code" href="../../dc/d38/ordinary__least__squares__regressor_8cpp.html#a889f9de199fa793497c864d8e493af05">get_transpose</a>(X2);</div>
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<div class="line"><a name="l00321"></a><span class="lineno"> 321</span>  <span class="comment">// (F+1)x(F+1)</span></div>
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<div class="line"><a name="l00322"></a><span class="lineno"> 322</span>  <a class="codeRef" target="_blank" href="http://en.cppreference.com/w/cpp/container/vector.html">std::vector<std::vector<T></a>> tmp = <a class="code" href="../../dc/d38/ordinary__least__squares__regressor_8cpp.html#a98ab8f75d981088369b89b8be2182483">get_inverse</a>(Xt * X2);</div>
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<div class="line"><a name="l00323"></a><span class="lineno"> 323</span>  <span class="comment">// (F+1)xN</span></div>
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<div class="line"><a name="l00324"></a><span class="lineno"> 324</span>  <a class="codeRef" target="_blank" href="http://en.cppreference.com/w/cpp/container/vector.html">std::vector<std::vector<float></a>> out = tmp * Xt;</div>
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<div class="line"><a name="l00325"></a><span class="lineno"> 325</span>  <span class="comment">// cout << endl</span></div>
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<div class="line"><a name="l00326"></a><span class="lineno"> 326</span>  <span class="comment">// << "Projection matrix: " << X2 * out << endl;</span></div>
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<div class="line"><a name="l00327"></a><span class="lineno"> 327</span>  </div>
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<div class="line"><a name="l00328"></a><span class="lineno"> 328</span>  <span class="comment">// Fx1,1 -> (F+1)^th element is the independent constant</span></div>
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<div class="line"><a name="l00329"></a><span class="lineno"> 329</span>  <span class="keywordflow">return</span> out * Y;</div>
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<div class="line"><a name="l00330"></a><span class="lineno"> 330</span> }</div>
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</div><!-- fragment --><div class="dynheader">
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Here is the call graph for this function:</div>
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<div class="dyncontent">
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@@ -244,70 +248,70 @@ template<typename T > </div>
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</table>
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</div><div class="memdoc">
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<p>Get matrix inverse using Row-trasnformations. Given matrix must be a square and non-singular. </p><dl class="section return"><dt>Returns</dt><dd>inverse matrix </dd></dl>
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<div class="fragment"><div class="line"><a name="l00219"></a><span class="lineno"> 219</span>  {</div>
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<div class="line"><a name="l00220"></a><span class="lineno"> 220</span>  <span class="comment">// Assuming A is square matrix</span></div>
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<div class="line"><a name="l00221"></a><span class="lineno"> 221</span>  <span class="keywordtype">size_t</span> N = A.<a class="codeRef" target="_blank" href="http://en.cppreference.com/w/cpp/container/vector/size.html">size</a>();</div>
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<div class="line"><a name="l00222"></a><span class="lineno"> 222</span>  </div>
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<div class="line"><a name="l00223"></a><span class="lineno"> 223</span>  <a class="codeRef" target="_blank" href="http://en.cppreference.com/w/cpp/container/vector.html">std::vector<std::vector<float></a>> inverse(N);</div>
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<div class="line"><a name="l00224"></a><span class="lineno"> 224</span>  <span class="keywordflow">for</span> (<span class="keywordtype">size_t</span> row = 0; row < N; row++) {</div>
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<div class="line"><a name="l00225"></a><span class="lineno"> 225</span>  <span class="comment">// preallocatae a resultant identity matrix</span></div>
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<div class="line"><a name="l00226"></a><span class="lineno"> 226</span>  inverse[row] = <a class="codeRef" target="_blank" href="http://en.cppreference.com/w/cpp/container/vector.html">std::vector<float></a>(N);</div>
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<div class="line"><a name="l00227"></a><span class="lineno"> 227</span>  <span class="keywordflow">for</span> (<span class="keywordtype">size_t</span> col = 0; col < N; col++)</div>
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<div class="line"><a name="l00228"></a><span class="lineno"> 228</span>  inverse[row][col] = (row == col) ? 1.f : 0.f;</div>
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<div class="line"><a name="l00229"></a><span class="lineno"> 229</span>  }</div>
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<div class="line"><a name="l00230"></a><span class="lineno"> 230</span>  </div>
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<div class="line"><a name="l00231"></a><span class="lineno"> 231</span>  <span class="keywordflow">if</span> (!<a class="code" href="../../dc/d38/ordinary__least__squares__regressor_8cpp.html#a4921874435266592b222e3f2eda0e01f">is_square</a>(A)) {</div>
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<div class="line"><a name="l00232"></a><span class="lineno"> 232</span>  <a class="codeRef" target="_blank" href="http://en.cppreference.com/w/cpp/io/basic_ostream.html">std::cerr</a> << <span class="stringliteral">"A must be a square matrix!"</span> << <a class="codeRef" target="_blank" href="http://en.cppreference.com/w/cpp/io/manip/endl.html">std::endl</a>;</div>
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<div class="line"><a name="l00233"></a><span class="lineno"> 233</span>  <span class="keywordflow">return</span> inverse;</div>
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<div class="line"><a name="l00234"></a><span class="lineno"> 234</span>  }</div>
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<div class="line"><a name="l00235"></a><span class="lineno"> 235</span>  </div>
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<div class="line"><a name="l00236"></a><span class="lineno"> 236</span>  <span class="comment">// preallocatae a temporary matrix identical to A</span></div>
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<div class="line"><a name="l00237"></a><span class="lineno"> 237</span>  <a class="codeRef" target="_blank" href="http://en.cppreference.com/w/cpp/container/vector.html">std::vector<std::vector<float></a>> temp(N);</div>
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<div class="line"><a name="l00238"></a><span class="lineno"> 238</span>  <span class="keywordflow">for</span> (<span class="keywordtype">size_t</span> row = 0; row < N; row++) {</div>
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<div class="line"><a name="l00239"></a><span class="lineno"> 239</span>  <a class="codeRef" target="_blank" href="http://en.cppreference.com/w/cpp/container/vector.html">std::vector<float></a> v(N);</div>
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<div class="line"><a name="l00240"></a><span class="lineno"> 240</span>  <span class="keywordflow">for</span> (<span class="keywordtype">size_t</span> col = 0; col < N; col++)</div>
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<div class="line"><a name="l00241"></a><span class="lineno"> 241</span>  v[col] = <span class="keyword">static_cast<</span><span class="keywordtype">float</span><span class="keyword">></span>(A[row][col]);</div>
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<div class="line"><a name="l00242"></a><span class="lineno"> 242</span>  temp[row] = v;</div>
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<div class="line"><a name="l00243"></a><span class="lineno"> 243</span>  }</div>
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<div class="line"><a name="l00244"></a><span class="lineno"> 244</span>  </div>
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<div class="line"><a name="l00245"></a><span class="lineno"> 245</span>  <span class="comment">// start transformations</span></div>
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<div class="line"><a name="l00246"></a><span class="lineno"> 246</span>  <span class="keywordflow">for</span> (<span class="keywordtype">size_t</span> row = 0; row < N; row++) {</div>
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<div class="line"><a name="l00247"></a><span class="lineno"> 247</span>  <span class="keywordflow">for</span> (<span class="keywordtype">size_t</span> row2 = row; row2 < N && temp[row][row] == 0; row2++) {</div>
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<div class="line"><a name="l00248"></a><span class="lineno"> 248</span>  <span class="comment">// this to ensure diagonal elements are not 0</span></div>
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<div class="line"><a name="l00249"></a><span class="lineno"> 249</span>  temp[row] = temp[row] + temp[row2];</div>
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<div class="line"><a name="l00250"></a><span class="lineno"> 250</span>  inverse[row] = inverse[row] + inverse[row2];</div>
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<div class="line"><a name="l00251"></a><span class="lineno"> 251</span>  }</div>
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<div class="line"><a name="l00252"></a><span class="lineno"> 252</span>  </div>
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<div class="line"><a name="l00253"></a><span class="lineno"> 253</span>  <span class="keywordflow">for</span> (<span class="keywordtype">size_t</span> col2 = row; col2 < N && temp[row][row] == 0; col2++) {</div>
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<div class="line"><a name="l00254"></a><span class="lineno"> 254</span>  <span class="comment">// this to further ensure diagonal elements are not 0</span></div>
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<div class="line"><a name="l00255"></a><span class="lineno"> 255</span>  <span class="keywordflow">for</span> (<span class="keywordtype">size_t</span> row2 = 0; row2 < N; row2++) {</div>
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<div class="line"><a name="l00256"></a><span class="lineno"> 256</span>  temp[row2][row] = temp[row2][row] + temp[row2][col2];</div>
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<div class="line"><a name="l00257"></a><span class="lineno"> 257</span>  inverse[row2][row] = inverse[row2][row] + inverse[row2][col2];</div>
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<div class="line"><a name="l00258"></a><span class="lineno"> 258</span>  }</div>
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<div class="line"><a name="l00259"></a><span class="lineno"> 259</span>  }</div>
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<div class="line"><a name="l00260"></a><span class="lineno"> 260</span>  </div>
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<div class="line"><a name="l00261"></a><span class="lineno"> 261</span>  <span class="keywordflow">if</span> (temp[row][row] == 0) {</div>
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<div class="line"><a name="l00262"></a><span class="lineno"> 262</span>  <span class="comment">// Probably a low-rank matrix and hence singular</span></div>
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<div class="line"><a name="l00263"></a><span class="lineno"> 263</span>  <a class="codeRef" target="_blank" href="http://en.cppreference.com/w/cpp/io/basic_ostream.html">std::cerr</a> << <span class="stringliteral">"Low-rank matrix, no inverse!"</span> << <a class="codeRef" target="_blank" href="http://en.cppreference.com/w/cpp/io/manip/endl.html">std::endl</a>;</div>
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<div class="line"><a name="l00264"></a><span class="lineno"> 264</span>  <span class="keywordflow">return</span> inverse;</div>
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<div class="line"><a name="l00265"></a><span class="lineno"> 265</span>  }</div>
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<div class="line"><a name="l00266"></a><span class="lineno"> 266</span>  </div>
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<div class="line"><a name="l00267"></a><span class="lineno"> 267</span>  <span class="comment">// set diagonal to 1</span></div>
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<div class="line"><a name="l00268"></a><span class="lineno"> 268</span>  <span class="keywordtype">float</span> divisor = <span class="keyword">static_cast<</span><span class="keywordtype">float</span><span class="keyword">></span>(temp[row][row]);</div>
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<div class="line"><a name="l00269"></a><span class="lineno"> 269</span>  temp[row] = temp[row] / divisor;</div>
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<div class="line"><a name="l00270"></a><span class="lineno"> 270</span>  inverse[row] = inverse[row] / divisor;</div>
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<div class="line"><a name="l00271"></a><span class="lineno"> 271</span>  <span class="comment">// Row transformations</span></div>
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<div class="line"><a name="l00272"></a><span class="lineno"> 272</span>  <span class="keywordflow">for</span> (<span class="keywordtype">size_t</span> row2 = 0; row2 < N; row2++) {</div>
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<div class="line"><a name="l00273"></a><span class="lineno"> 273</span>  <span class="keywordflow">if</span> (row2 == row)</div>
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<div class="line"><a name="l00274"></a><span class="lineno"> 274</span>  <span class="keywordflow">continue</span>;</div>
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<div class="line"><a name="l00275"></a><span class="lineno"> 275</span>  <span class="keywordtype">float</span> factor = temp[row2][row];</div>
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<div class="line"><a name="l00276"></a><span class="lineno"> 276</span>  temp[row2] = temp[row2] - factor * temp[row];</div>
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<div class="line"><a name="l00277"></a><span class="lineno"> 277</span>  inverse[row2] = inverse[row2] - factor * inverse[row];</div>
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<div class="line"><a name="l00278"></a><span class="lineno"> 278</span>  }</div>
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<div class="line"><a name="l00279"></a><span class="lineno"> 279</span>  }</div>
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<div class="line"><a name="l00280"></a><span class="lineno"> 280</span>  </div>
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<div class="line"><a name="l00281"></a><span class="lineno"> 281</span>  <span class="keywordflow">return</span> inverse;</div>
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<div class="line"><a name="l00282"></a><span class="lineno"> 282</span> }</div>
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<div class="fragment"><div class="line"><a name="l00221"></a><span class="lineno"> 221</span>  {</div>
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<div class="line"><a name="l00222"></a><span class="lineno"> 222</span>  <span class="comment">// Assuming A is square matrix</span></div>
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<div class="line"><a name="l00223"></a><span class="lineno"> 223</span>  <span class="keywordtype">size_t</span> N = A.<a class="codeRef" target="_blank" href="http://en.cppreference.com/w/cpp/container/vector/size.html">size</a>();</div>
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||||
<div class="line"><a name="l00224"></a><span class="lineno"> 224</span>  </div>
|
||||
<div class="line"><a name="l00225"></a><span class="lineno"> 225</span>  <a class="codeRef" target="_blank" href="http://en.cppreference.com/w/cpp/container/vector.html">std::vector<std::vector<float></a>> inverse(N);</div>
|
||||
<div class="line"><a name="l00226"></a><span class="lineno"> 226</span>  <span class="keywordflow">for</span> (<span class="keywordtype">size_t</span> row = 0; row < N; row++) {</div>
|
||||
<div class="line"><a name="l00227"></a><span class="lineno"> 227</span>  <span class="comment">// preallocatae a resultant identity matrix</span></div>
|
||||
<div class="line"><a name="l00228"></a><span class="lineno"> 228</span>  inverse[row] = <a class="codeRef" target="_blank" href="http://en.cppreference.com/w/cpp/container/vector.html">std::vector<float></a>(N);</div>
|
||||
<div class="line"><a name="l00229"></a><span class="lineno"> 229</span>  <span class="keywordflow">for</span> (<span class="keywordtype">size_t</span> col = 0; col < N; col++)</div>
|
||||
<div class="line"><a name="l00230"></a><span class="lineno"> 230</span>  inverse[row][col] = (row == col) ? 1.f : 0.f;</div>
|
||||
<div class="line"><a name="l00231"></a><span class="lineno"> 231</span>  }</div>
|
||||
<div class="line"><a name="l00232"></a><span class="lineno"> 232</span>  </div>
|
||||
<div class="line"><a name="l00233"></a><span class="lineno"> 233</span>  <span class="keywordflow">if</span> (!<a class="code" href="../../dc/d38/ordinary__least__squares__regressor_8cpp.html#a4921874435266592b222e3f2eda0e01f">is_square</a>(A)) {</div>
|
||||
<div class="line"><a name="l00234"></a><span class="lineno"> 234</span>  <a class="codeRef" target="_blank" href="http://en.cppreference.com/w/cpp/io/basic_ostream.html">std::cerr</a> << <span class="stringliteral">"A must be a square matrix!"</span> << <a class="codeRef" target="_blank" href="http://en.cppreference.com/w/cpp/io/manip/endl.html">std::endl</a>;</div>
|
||||
<div class="line"><a name="l00235"></a><span class="lineno"> 235</span>  <span class="keywordflow">return</span> inverse;</div>
|
||||
<div class="line"><a name="l00236"></a><span class="lineno"> 236</span>  }</div>
|
||||
<div class="line"><a name="l00237"></a><span class="lineno"> 237</span>  </div>
|
||||
<div class="line"><a name="l00238"></a><span class="lineno"> 238</span>  <span class="comment">// preallocatae a temporary matrix identical to A</span></div>
|
||||
<div class="line"><a name="l00239"></a><span class="lineno"> 239</span>  <a class="codeRef" target="_blank" href="http://en.cppreference.com/w/cpp/container/vector.html">std::vector<std::vector<float></a>> temp(N);</div>
|
||||
<div class="line"><a name="l00240"></a><span class="lineno"> 240</span>  <span class="keywordflow">for</span> (<span class="keywordtype">size_t</span> row = 0; row < N; row++) {</div>
|
||||
<div class="line"><a name="l00241"></a><span class="lineno"> 241</span>  <a class="codeRef" target="_blank" href="http://en.cppreference.com/w/cpp/container/vector.html">std::vector<float></a> v(N);</div>
|
||||
<div class="line"><a name="l00242"></a><span class="lineno"> 242</span>  <span class="keywordflow">for</span> (<span class="keywordtype">size_t</span> col = 0; col < N; col++)</div>
|
||||
<div class="line"><a name="l00243"></a><span class="lineno"> 243</span>  v[col] = <span class="keyword">static_cast<</span><span class="keywordtype">float</span><span class="keyword">></span>(A[row][col]);</div>
|
||||
<div class="line"><a name="l00244"></a><span class="lineno"> 244</span>  temp[row] = v;</div>
|
||||
<div class="line"><a name="l00245"></a><span class="lineno"> 245</span>  }</div>
|
||||
<div class="line"><a name="l00246"></a><span class="lineno"> 246</span>  </div>
|
||||
<div class="line"><a name="l00247"></a><span class="lineno"> 247</span>  <span class="comment">// start transformations</span></div>
|
||||
<div class="line"><a name="l00248"></a><span class="lineno"> 248</span>  <span class="keywordflow">for</span> (<span class="keywordtype">size_t</span> row = 0; row < N; row++) {</div>
|
||||
<div class="line"><a name="l00249"></a><span class="lineno"> 249</span>  <span class="keywordflow">for</span> (<span class="keywordtype">size_t</span> row2 = row; row2 < N && temp[row][row] == 0; row2++) {</div>
|
||||
<div class="line"><a name="l00250"></a><span class="lineno"> 250</span>  <span class="comment">// this to ensure diagonal elements are not 0</span></div>
|
||||
<div class="line"><a name="l00251"></a><span class="lineno"> 251</span>  temp[row] = temp[row] + temp[row2];</div>
|
||||
<div class="line"><a name="l00252"></a><span class="lineno"> 252</span>  inverse[row] = inverse[row] + inverse[row2];</div>
|
||||
<div class="line"><a name="l00253"></a><span class="lineno"> 253</span>  }</div>
|
||||
<div class="line"><a name="l00254"></a><span class="lineno"> 254</span>  </div>
|
||||
<div class="line"><a name="l00255"></a><span class="lineno"> 255</span>  <span class="keywordflow">for</span> (<span class="keywordtype">size_t</span> col2 = row; col2 < N && temp[row][row] == 0; col2++) {</div>
|
||||
<div class="line"><a name="l00256"></a><span class="lineno"> 256</span>  <span class="comment">// this to further ensure diagonal elements are not 0</span></div>
|
||||
<div class="line"><a name="l00257"></a><span class="lineno"> 257</span>  <span class="keywordflow">for</span> (<span class="keywordtype">size_t</span> row2 = 0; row2 < N; row2++) {</div>
|
||||
<div class="line"><a name="l00258"></a><span class="lineno"> 258</span>  temp[row2][row] = temp[row2][row] + temp[row2][col2];</div>
|
||||
<div class="line"><a name="l00259"></a><span class="lineno"> 259</span>  inverse[row2][row] = inverse[row2][row] + inverse[row2][col2];</div>
|
||||
<div class="line"><a name="l00260"></a><span class="lineno"> 260</span>  }</div>
|
||||
<div class="line"><a name="l00261"></a><span class="lineno"> 261</span>  }</div>
|
||||
<div class="line"><a name="l00262"></a><span class="lineno"> 262</span>  </div>
|
||||
<div class="line"><a name="l00263"></a><span class="lineno"> 263</span>  <span class="keywordflow">if</span> (temp[row][row] == 0) {</div>
|
||||
<div class="line"><a name="l00264"></a><span class="lineno"> 264</span>  <span class="comment">// Probably a low-rank matrix and hence singular</span></div>
|
||||
<div class="line"><a name="l00265"></a><span class="lineno"> 265</span>  <a class="codeRef" target="_blank" href="http://en.cppreference.com/w/cpp/io/basic_ostream.html">std::cerr</a> << <span class="stringliteral">"Low-rank matrix, no inverse!"</span> << <a class="codeRef" target="_blank" href="http://en.cppreference.com/w/cpp/io/manip/endl.html">std::endl</a>;</div>
|
||||
<div class="line"><a name="l00266"></a><span class="lineno"> 266</span>  <span class="keywordflow">return</span> inverse;</div>
|
||||
<div class="line"><a name="l00267"></a><span class="lineno"> 267</span>  }</div>
|
||||
<div class="line"><a name="l00268"></a><span class="lineno"> 268</span>  </div>
|
||||
<div class="line"><a name="l00269"></a><span class="lineno"> 269</span>  <span class="comment">// set diagonal to 1</span></div>
|
||||
<div class="line"><a name="l00270"></a><span class="lineno"> 270</span>  <span class="keywordtype">float</span> divisor = <span class="keyword">static_cast<</span><span class="keywordtype">float</span><span class="keyword">></span>(temp[row][row]);</div>
|
||||
<div class="line"><a name="l00271"></a><span class="lineno"> 271</span>  temp[row] = temp[row] / divisor;</div>
|
||||
<div class="line"><a name="l00272"></a><span class="lineno"> 272</span>  inverse[row] = inverse[row] / divisor;</div>
|
||||
<div class="line"><a name="l00273"></a><span class="lineno"> 273</span>  <span class="comment">// Row transformations</span></div>
|
||||
<div class="line"><a name="l00274"></a><span class="lineno"> 274</span>  <span class="keywordflow">for</span> (<span class="keywordtype">size_t</span> row2 = 0; row2 < N; row2++) {</div>
|
||||
<div class="line"><a name="l00275"></a><span class="lineno"> 275</span>  <span class="keywordflow">if</span> (row2 == row)</div>
|
||||
<div class="line"><a name="l00276"></a><span class="lineno"> 276</span>  <span class="keywordflow">continue</span>;</div>
|
||||
<div class="line"><a name="l00277"></a><span class="lineno"> 277</span>  <span class="keywordtype">float</span> factor = temp[row2][row];</div>
|
||||
<div class="line"><a name="l00278"></a><span class="lineno"> 278</span>  temp[row2] = temp[row2] - factor * temp[row];</div>
|
||||
<div class="line"><a name="l00279"></a><span class="lineno"> 279</span>  inverse[row2] = inverse[row2] - factor * inverse[row];</div>
|
||||
<div class="line"><a name="l00280"></a><span class="lineno"> 280</span>  }</div>
|
||||
<div class="line"><a name="l00281"></a><span class="lineno"> 281</span>  }</div>
|
||||
<div class="line"><a name="l00282"></a><span class="lineno"> 282</span>  </div>
|
||||
<div class="line"><a name="l00283"></a><span class="lineno"> 283</span>  <span class="keywordflow">return</span> inverse;</div>
|
||||
<div class="line"><a name="l00284"></a><span class="lineno"> 284</span> }</div>
|
||||
</div><!-- fragment --><div class="dynheader">
|
||||
Here is the call graph for this function:</div>
|
||||
<div class="dyncontent">
|
||||
@@ -335,17 +339,17 @@ template<typename T > </div>
|
||||
</table>
|
||||
</div><div class="memdoc">
|
||||
<p>matrix transpose </p><dl class="section return"><dt>Returns</dt><dd>resultant matrix </dd></dl>
|
||||
<div class="fragment"><div class="line"><a name="l00290"></a><span class="lineno"> 290</span>  {</div>
|
||||
<div class="line"><a name="l00291"></a><span class="lineno"> 291</span>  <a class="codeRef" target="_blank" href="http://en.cppreference.com/w/cpp/container/vector.html">std::vector<std::vector<T></a>> result(A[0].size());</div>
|
||||
<div class="line"><a name="l00292"></a><span class="lineno"> 292</span>  </div>
|
||||
<div class="line"><a name="l00293"></a><span class="lineno"> 293</span>  <span class="keywordflow">for</span> (<span class="keywordtype">size_t</span> row = 0; row < A[0].<a class="codeRef" target="_blank" href="http://en.cppreference.com/w/cpp/container/vector/size.html">size</a>(); row++) {</div>
|
||||
<div class="line"><a name="l00294"></a><span class="lineno"> 294</span>  <a class="codeRef" target="_blank" href="http://en.cppreference.com/w/cpp/container/vector.html">std::vector<T></a> v(A.<a class="codeRef" target="_blank" href="http://en.cppreference.com/w/cpp/container/vector/size.html">size</a>());</div>
|
||||
<div class="line"><a name="l00295"></a><span class="lineno"> 295</span>  <span class="keywordflow">for</span> (<span class="keywordtype">size_t</span> col = 0; col < A.<a class="codeRef" target="_blank" href="http://en.cppreference.com/w/cpp/container/vector/size.html">size</a>(); col++) v[col] = A[col][row];</div>
|
||||
<div class="line"><a name="l00296"></a><span class="lineno"> 296</span>  </div>
|
||||
<div class="line"><a name="l00297"></a><span class="lineno"> 297</span>  result[row] = v;</div>
|
||||
<div class="line"><a name="l00298"></a><span class="lineno"> 298</span>  }</div>
|
||||
<div class="line"><a name="l00299"></a><span class="lineno"> 299</span>  <span class="keywordflow">return</span> result;</div>
|
||||
<div class="line"><a name="l00300"></a><span class="lineno"> 300</span> }</div>
|
||||
<div class="fragment"><div class="line"><a name="l00292"></a><span class="lineno"> 292</span>  {</div>
|
||||
<div class="line"><a name="l00293"></a><span class="lineno"> 293</span>  <a class="codeRef" target="_blank" href="http://en.cppreference.com/w/cpp/container/vector.html">std::vector<std::vector<T></a>> result(A[0].size());</div>
|
||||
<div class="line"><a name="l00294"></a><span class="lineno"> 294</span>  </div>
|
||||
<div class="line"><a name="l00295"></a><span class="lineno"> 295</span>  <span class="keywordflow">for</span> (<span class="keywordtype">size_t</span> row = 0; row < A[0].<a class="codeRef" target="_blank" href="http://en.cppreference.com/w/cpp/container/vector/size.html">size</a>(); row++) {</div>
|
||||
<div class="line"><a name="l00296"></a><span class="lineno"> 296</span>  <a class="codeRef" target="_blank" href="http://en.cppreference.com/w/cpp/container/vector.html">std::vector<T></a> v(A.<a class="codeRef" target="_blank" href="http://en.cppreference.com/w/cpp/container/vector/size.html">size</a>());</div>
|
||||
<div class="line"><a name="l00297"></a><span class="lineno"> 297</span>  <span class="keywordflow">for</span> (<span class="keywordtype">size_t</span> col = 0; col < A.<a class="codeRef" target="_blank" href="http://en.cppreference.com/w/cpp/container/vector/size.html">size</a>(); col++) v[col] = A[col][row];</div>
|
||||
<div class="line"><a name="l00298"></a><span class="lineno"> 298</span>  </div>
|
||||
<div class="line"><a name="l00299"></a><span class="lineno"> 299</span>  result[row] = v;</div>
|
||||
<div class="line"><a name="l00300"></a><span class="lineno"> 300</span>  }</div>
|
||||
<div class="line"><a name="l00301"></a><span class="lineno"> 301</span>  <span class="keywordflow">return</span> result;</div>
|
||||
<div class="line"><a name="l00302"></a><span class="lineno"> 302</span> }</div>
|
||||
</div><!-- fragment -->
|
||||
</div>
|
||||
</div>
|
||||
@@ -375,14 +379,14 @@ template<typename T > </div>
|
||||
</table>
|
||||
</div><div class="memdoc">
|
||||
<p>function to check if given matrix is a square matrix </p><dl class="section return"><dt>Returns</dt><dd>1 if true, 0 if false </dd></dl>
|
||||
<div class="fragment"><div class="line"><a name="l00055"></a><span class="lineno"> 55</span>  {</div>
|
||||
<div class="line"><a name="l00056"></a><span class="lineno"> 56</span>  <span class="comment">// Assuming A is square matrix</span></div>
|
||||
<div class="line"><a name="l00057"></a><span class="lineno"> 57</span>  <span class="keywordtype">size_t</span> N = A.<a class="codeRef" target="_blank" href="http://en.cppreference.com/w/cpp/container/vector/size.html">size</a>();</div>
|
||||
<div class="line"><a name="l00058"></a><span class="lineno"> 58</span>  <span class="keywordflow">for</span> (<span class="keywordtype">size_t</span> i = 0; i < N; i++)</div>
|
||||
<div class="line"><a name="l00059"></a><span class="lineno"> 59</span>  <span class="keywordflow">if</span> (A[i].size() != N)</div>
|
||||
<div class="line"><a name="l00060"></a><span class="lineno"> 60</span>  <span class="keywordflow">return</span> <span class="keyword">false</span>;</div>
|
||||
<div class="line"><a name="l00061"></a><span class="lineno"> 61</span>  <span class="keywordflow">return</span> <span class="keyword">true</span>;</div>
|
||||
<div class="line"><a name="l00062"></a><span class="lineno"> 62</span> }</div>
|
||||
<div class="fragment"><div class="line"><a name="l00057"></a><span class="lineno"> 57</span>  {</div>
|
||||
<div class="line"><a name="l00058"></a><span class="lineno"> 58</span>  <span class="comment">// Assuming A is square matrix</span></div>
|
||||
<div class="line"><a name="l00059"></a><span class="lineno"> 59</span>  <span class="keywordtype">size_t</span> N = A.<a class="codeRef" target="_blank" href="http://en.cppreference.com/w/cpp/container/vector/size.html">size</a>();</div>
|
||||
<div class="line"><a name="l00060"></a><span class="lineno"> 60</span>  <span class="keywordflow">for</span> (<span class="keywordtype">size_t</span> i = 0; i < N; i++)</div>
|
||||
<div class="line"><a name="l00061"></a><span class="lineno"> 61</span>  <span class="keywordflow">if</span> (A[i].size() != N)</div>
|
||||
<div class="line"><a name="l00062"></a><span class="lineno"> 62</span>  <span class="keywordflow">return</span> <span class="keyword">false</span>;</div>
|
||||
<div class="line"><a name="l00063"></a><span class="lineno"> 63</span>  <span class="keywordflow">return</span> <span class="keyword">true</span>;</div>
|
||||
<div class="line"><a name="l00064"></a><span class="lineno"> 64</span> }</div>
|
||||
</div><!-- fragment -->
|
||||
</div>
|
||||
</div>
|
||||
@@ -401,60 +405,62 @@ template<typename T > </div>
|
||||
</table>
|
||||
</div><div class="memdoc">
|
||||
<p>main function </p>
|
||||
<div class="fragment"><div class="line"><a name="l00358"></a><span class="lineno"> 358</span>  {</div>
|
||||
<div class="line"><a name="l00359"></a><span class="lineno"> 359</span>  <span class="keywordtype">size_t</span> N, F;</div>
|
||||
<div class="line"><a name="l00360"></a><span class="lineno"> 360</span>  </div>
|
||||
<div class="line"><a name="l00361"></a><span class="lineno"> 361</span>  <a class="codeRef" target="_blank" href="http://en.cppreference.com/w/cpp/io/basic_ostream.html">std::cout</a> << <span class="stringliteral">"Enter number of features: "</span>;</div>
|
||||
<div class="line"><a name="l00362"></a><span class="lineno"> 362</span>  <span class="comment">// number of features = columns</span></div>
|
||||
<div class="line"><a name="l00363"></a><span class="lineno"> 363</span>  <a class="codeRef" target="_blank" href="http://en.cppreference.com/w/cpp/io/basic_istream.html">std::cin</a> >> F;</div>
|
||||
<div class="line"><a name="l00364"></a><span class="lineno"> 364</span>  <a class="codeRef" target="_blank" href="http://en.cppreference.com/w/cpp/io/basic_ostream.html">std::cout</a> << <span class="stringliteral">"Enter number of samples: "</span>;</div>
|
||||
<div class="line"><a name="l00365"></a><span class="lineno"> 365</span>  <span class="comment">// number of samples = rows</span></div>
|
||||
<div class="line"><a name="l00366"></a><span class="lineno"> 366</span>  <a class="codeRef" target="_blank" href="http://en.cppreference.com/w/cpp/io/basic_istream.html">std::cin</a> >> N;</div>
|
||||
<div class="line"><a name="l00367"></a><span class="lineno"> 367</span>  </div>
|
||||
<div class="line"><a name="l00368"></a><span class="lineno"> 368</span>  <a class="codeRef" target="_blank" href="http://en.cppreference.com/w/cpp/container/vector.html">std::vector<std::vector<float></a>> <a class="code" href="../../d1/df3/hash__search_8cpp.html#a6e1a77282bc65ad359d753d25df23243">data</a>(N);</div>
|
||||
<div class="line"><a name="l00369"></a><span class="lineno"> 369</span>  <a class="codeRef" target="_blank" href="http://en.cppreference.com/w/cpp/container/vector.html">std::vector<float></a> Y(N);</div>
|
||||
<div class="line"><a name="l00370"></a><span class="lineno"> 370</span>  </div>
|
||||
<div class="line"><a name="l00371"></a><span class="lineno"> 371</span>  <a class="codeRef" target="_blank" href="http://en.cppreference.com/w/cpp/io/basic_ostream.html">std::cout</a></div>
|
||||
<div class="line"><a name="l00372"></a><span class="lineno"> 372</span>  << <span class="stringliteral">"Enter training data. Per sample, provide features ad one output."</span></div>
|
||||
<div class="line"><a name="l00373"></a><span class="lineno"> 373</span>  << <a class="codeRef" target="_blank" href="http://en.cppreference.com/w/cpp/io/manip/endl.html">std::endl</a>;</div>
|
||||
<div class="line"><a name="l00374"></a><span class="lineno"> 374</span>  </div>
|
||||
<div class="line"><a name="l00375"></a><span class="lineno"> 375</span>  <span class="keywordflow">for</span> (<span class="keywordtype">size_t</span> rows = 0; rows < N; rows++) {</div>
|
||||
<div class="line"><a name="l00376"></a><span class="lineno"> 376</span>  <a class="codeRef" target="_blank" href="http://en.cppreference.com/w/cpp/container/vector.html">std::vector<float></a> v(F);</div>
|
||||
<div class="line"><a name="l00377"></a><span class="lineno"> 377</span>  <a class="codeRef" target="_blank" href="http://en.cppreference.com/w/cpp/io/basic_ostream.html">std::cout</a> << <span class="stringliteral">"Sample# "</span> << rows + 1 << <span class="stringliteral">": "</span>;</div>
|
||||
<div class="line"><a name="l00378"></a><span class="lineno"> 378</span>  <span class="keywordflow">for</span> (<span class="keywordtype">size_t</span> cols = 0; cols < F; cols++)</div>
|
||||
<div class="line"><a name="l00379"></a><span class="lineno"> 379</span>  <span class="comment">// get the F features</span></div>
|
||||
<div class="line"><a name="l00380"></a><span class="lineno"> 380</span>  <a class="codeRef" target="_blank" href="http://en.cppreference.com/w/cpp/io/basic_istream.html">std::cin</a> >> v[cols];</div>
|
||||
<div class="line"><a name="l00381"></a><span class="lineno"> 381</span>  <a class="code" href="../../d1/df3/hash__search_8cpp.html#a6e1a77282bc65ad359d753d25df23243">data</a>[rows] = v;</div>
|
||||
<div class="line"><a name="l00382"></a><span class="lineno"> 382</span>  <span class="comment">// get the corresponding output</span></div>
|
||||
<div class="line"><a name="l00383"></a><span class="lineno"> 383</span>  <a class="codeRef" target="_blank" href="http://en.cppreference.com/w/cpp/io/basic_istream.html">std::cin</a> >> Y[rows];</div>
|
||||
<div class="line"><a name="l00384"></a><span class="lineno"> 384</span>  }</div>
|
||||
<div class="line"><a name="l00385"></a><span class="lineno"> 385</span>  </div>
|
||||
<div class="line"><a name="l00386"></a><span class="lineno"> 386</span>  <a class="codeRef" target="_blank" href="http://en.cppreference.com/w/cpp/container/vector.html">std::vector<float></a> beta = <a class="code" href="../../dc/d38/ordinary__least__squares__regressor_8cpp.html#a38ff1d954e9b7de93eb20e2dd101a045">fit_OLS_regressor</a>(<a class="code" href="../../d1/df3/hash__search_8cpp.html#a6e1a77282bc65ad359d753d25df23243">data</a>, Y);</div>
|
||||
<div class="line"><a name="l00387"></a><span class="lineno"> 387</span>  <a class="codeRef" target="_blank" href="http://en.cppreference.com/w/cpp/io/basic_ostream.html">std::cout</a> << <a class="codeRef" target="_blank" href="http://en.cppreference.com/w/cpp/io/manip/endl.html">std::endl</a> << <a class="codeRef" target="_blank" href="http://en.cppreference.com/w/cpp/io/manip/endl.html">std::endl</a> << <span class="stringliteral">"beta:"</span> << beta << <a class="codeRef" target="_blank" href="http://en.cppreference.com/w/cpp/io/manip/endl.html">std::endl</a>;</div>
|
||||
<div class="line"><a name="l00388"></a><span class="lineno"> 388</span>  </div>
|
||||
<div class="line"><a name="l00389"></a><span class="lineno"> 389</span>  <span class="keywordtype">size_t</span> T;</div>
|
||||
<div class="line"><a name="l00390"></a><span class="lineno"> 390</span>  <a class="codeRef" target="_blank" href="http://en.cppreference.com/w/cpp/io/basic_ostream.html">std::cout</a> << <span class="stringliteral">"Enter number of test samples: "</span>;</div>
|
||||
<div class="line"><a name="l00391"></a><span class="lineno"> 391</span>  <span class="comment">// number of test sample inputs</span></div>
|
||||
<div class="line"><a name="l00392"></a><span class="lineno"> 392</span>  <a class="codeRef" target="_blank" href="http://en.cppreference.com/w/cpp/io/basic_istream.html">std::cin</a> >> T;</div>
|
||||
<div class="line"><a name="l00393"></a><span class="lineno"> 393</span>  <a class="codeRef" target="_blank" href="http://en.cppreference.com/w/cpp/container/vector.html">std::vector<std::vector<float></a>> data2(T);</div>
|
||||
<div class="line"><a name="l00394"></a><span class="lineno"> 394</span>  <span class="comment">// vector<float> Y2(T);</span></div>
|
||||
<div class="line"><a name="l00395"></a><span class="lineno"> 395</span>  </div>
|
||||
<div class="line"><a name="l00396"></a><span class="lineno"> 396</span>  <span class="keywordflow">for</span> (<span class="keywordtype">size_t</span> rows = 0; rows < T; rows++) {</div>
|
||||
<div class="line"><a name="l00397"></a><span class="lineno"> 397</span>  <a class="codeRef" target="_blank" href="http://en.cppreference.com/w/cpp/io/basic_ostream.html">std::cout</a> << <span class="stringliteral">"Sample# "</span> << rows + 1 << <span class="stringliteral">": "</span>;</div>
|
||||
<div class="line"><a name="l00398"></a><span class="lineno"> 398</span>  <a class="codeRef" target="_blank" href="http://en.cppreference.com/w/cpp/container/vector.html">std::vector<float></a> v(F);</div>
|
||||
<div class="line"><a name="l00399"></a><span class="lineno"> 399</span>  <span class="keywordflow">for</span> (<span class="keywordtype">size_t</span> cols = 0; cols < F; cols++) std::cin >> v[cols];</div>
|
||||
<div class="line"><a name="l00400"></a><span class="lineno"> 400</span>  data2[rows] = v;</div>
|
||||
<div class="line"><a name="l00401"></a><span class="lineno"> 401</span>  }</div>
|
||||
<div class="line"><a name="l00402"></a><span class="lineno"> 402</span>  </div>
|
||||
<div class="line"><a name="l00403"></a><span class="lineno"> 403</span>  <a class="codeRef" target="_blank" href="http://en.cppreference.com/w/cpp/container/vector.html">std::vector<float></a> out = <a class="code" href="../../dc/d38/ordinary__least__squares__regressor_8cpp.html#a4bcaaf41c66da4d3a471dacef133def7">predict_OLS_regressor</a>(data2, beta);</div>
|
||||
<div class="line"><a name="l00404"></a><span class="lineno"> 404</span>  <span class="keywordflow">for</span> (<span class="keywordtype">size_t</span> rows = 0; rows < T; rows++) <a class="codeRef" target="_blank" href="http://en.cppreference.com/w/cpp/io/basic_ostream.html">std::cout</a> << out[rows] << <a class="codeRef" target="_blank" href="http://en.cppreference.com/w/cpp/io/manip/endl.html">std::endl</a>;</div>
|
||||
<div class="line"><a name="l00405"></a><span class="lineno"> 405</span>  </div>
|
||||
<div class="line"><a name="l00406"></a><span class="lineno"> 406</span>  <span class="keywordflow">return</span> 0;</div>
|
||||
<div class="line"><a name="l00407"></a><span class="lineno"> 407</span> }</div>
|
||||
<div class="fragment"><div class="line"><a name="l00410"></a><span class="lineno"> 410</span>  {</div>
|
||||
<div class="line"><a name="l00411"></a><span class="lineno"> 411</span>  <a class="code" href="../../dc/d38/ordinary__least__squares__regressor_8cpp.html#ae1a3968e7947464bee7714f6d43b7002">test</a>();</div>
|
||||
<div class="line"><a name="l00412"></a><span class="lineno"> 412</span>  </div>
|
||||
<div class="line"><a name="l00413"></a><span class="lineno"> 413</span>  <span class="keywordtype">size_t</span> N, F;</div>
|
||||
<div class="line"><a name="l00414"></a><span class="lineno"> 414</span>  </div>
|
||||
<div class="line"><a name="l00415"></a><span class="lineno"> 415</span>  <a class="codeRef" target="_blank" href="http://en.cppreference.com/w/cpp/io/basic_ostream.html">std::cout</a> << <span class="stringliteral">"Enter number of features: "</span>;</div>
|
||||
<div class="line"><a name="l00416"></a><span class="lineno"> 416</span>  <span class="comment">// number of features = columns</span></div>
|
||||
<div class="line"><a name="l00417"></a><span class="lineno"> 417</span>  <a class="codeRef" target="_blank" href="http://en.cppreference.com/w/cpp/io/basic_istream.html">std::cin</a> >> F;</div>
|
||||
<div class="line"><a name="l00418"></a><span class="lineno"> 418</span>  <a class="codeRef" target="_blank" href="http://en.cppreference.com/w/cpp/io/basic_ostream.html">std::cout</a> << <span class="stringliteral">"Enter number of samples: "</span>;</div>
|
||||
<div class="line"><a name="l00419"></a><span class="lineno"> 419</span>  <span class="comment">// number of samples = rows</span></div>
|
||||
<div class="line"><a name="l00420"></a><span class="lineno"> 420</span>  <a class="codeRef" target="_blank" href="http://en.cppreference.com/w/cpp/io/basic_istream.html">std::cin</a> >> N;</div>
|
||||
<div class="line"><a name="l00421"></a><span class="lineno"> 421</span>  </div>
|
||||
<div class="line"><a name="l00422"></a><span class="lineno"> 422</span>  <a class="codeRef" target="_blank" href="http://en.cppreference.com/w/cpp/container/vector.html">std::vector<std::vector<float></a>> <a class="code" href="../../d1/df3/hash__search_8cpp.html#a6e1a77282bc65ad359d753d25df23243">data</a>(N);</div>
|
||||
<div class="line"><a name="l00423"></a><span class="lineno"> 423</span>  <a class="codeRef" target="_blank" href="http://en.cppreference.com/w/cpp/container/vector.html">std::vector<float></a> Y(N);</div>
|
||||
<div class="line"><a name="l00424"></a><span class="lineno"> 424</span>  </div>
|
||||
<div class="line"><a name="l00425"></a><span class="lineno"> 425</span>  <a class="codeRef" target="_blank" href="http://en.cppreference.com/w/cpp/io/basic_ostream.html">std::cout</a></div>
|
||||
<div class="line"><a name="l00426"></a><span class="lineno"> 426</span>  << <span class="stringliteral">"Enter training data. Per sample, provide features and one output."</span></div>
|
||||
<div class="line"><a name="l00427"></a><span class="lineno"> 427</span>  << <a class="codeRef" target="_blank" href="http://en.cppreference.com/w/cpp/io/manip/endl.html">std::endl</a>;</div>
|
||||
<div class="line"><a name="l00428"></a><span class="lineno"> 428</span>  </div>
|
||||
<div class="line"><a name="l00429"></a><span class="lineno"> 429</span>  <span class="keywordflow">for</span> (<span class="keywordtype">size_t</span> rows = 0; rows < N; rows++) {</div>
|
||||
<div class="line"><a name="l00430"></a><span class="lineno"> 430</span>  <a class="codeRef" target="_blank" href="http://en.cppreference.com/w/cpp/container/vector.html">std::vector<float></a> v(F);</div>
|
||||
<div class="line"><a name="l00431"></a><span class="lineno"> 431</span>  <a class="codeRef" target="_blank" href="http://en.cppreference.com/w/cpp/io/basic_ostream.html">std::cout</a> << <span class="stringliteral">"Sample# "</span> << rows + 1 << <span class="stringliteral">": "</span>;</div>
|
||||
<div class="line"><a name="l00432"></a><span class="lineno"> 432</span>  <span class="keywordflow">for</span> (<span class="keywordtype">size_t</span> cols = 0; cols < F; cols++)</div>
|
||||
<div class="line"><a name="l00433"></a><span class="lineno"> 433</span>  <span class="comment">// get the F features</span></div>
|
||||
<div class="line"><a name="l00434"></a><span class="lineno"> 434</span>  <a class="codeRef" target="_blank" href="http://en.cppreference.com/w/cpp/io/basic_istream.html">std::cin</a> >> v[cols];</div>
|
||||
<div class="line"><a name="l00435"></a><span class="lineno"> 435</span>  <a class="code" href="../../d1/df3/hash__search_8cpp.html#a6e1a77282bc65ad359d753d25df23243">data</a>[rows] = v;</div>
|
||||
<div class="line"><a name="l00436"></a><span class="lineno"> 436</span>  <span class="comment">// get the corresponding output</span></div>
|
||||
<div class="line"><a name="l00437"></a><span class="lineno"> 437</span>  <a class="codeRef" target="_blank" href="http://en.cppreference.com/w/cpp/io/basic_istream.html">std::cin</a> >> Y[rows];</div>
|
||||
<div class="line"><a name="l00438"></a><span class="lineno"> 438</span>  }</div>
|
||||
<div class="line"><a name="l00439"></a><span class="lineno"> 439</span>  </div>
|
||||
<div class="line"><a name="l00440"></a><span class="lineno"> 440</span>  <a class="codeRef" target="_blank" href="http://en.cppreference.com/w/cpp/container/vector.html">std::vector<float></a> beta = <a class="code" href="../../dc/d38/ordinary__least__squares__regressor_8cpp.html#a38ff1d954e9b7de93eb20e2dd101a045">fit_OLS_regressor</a>(<a class="code" href="../../d1/df3/hash__search_8cpp.html#a6e1a77282bc65ad359d753d25df23243">data</a>, Y);</div>
|
||||
<div class="line"><a name="l00441"></a><span class="lineno"> 441</span>  <a class="codeRef" target="_blank" href="http://en.cppreference.com/w/cpp/io/basic_ostream.html">std::cout</a> << <a class="codeRef" target="_blank" href="http://en.cppreference.com/w/cpp/io/manip/endl.html">std::endl</a> << <a class="codeRef" target="_blank" href="http://en.cppreference.com/w/cpp/io/manip/endl.html">std::endl</a> << <span class="stringliteral">"beta:"</span> << beta << <a class="codeRef" target="_blank" href="http://en.cppreference.com/w/cpp/io/manip/endl.html">std::endl</a>;</div>
|
||||
<div class="line"><a name="l00442"></a><span class="lineno"> 442</span>  </div>
|
||||
<div class="line"><a name="l00443"></a><span class="lineno"> 443</span>  <span class="keywordtype">size_t</span> T;</div>
|
||||
<div class="line"><a name="l00444"></a><span class="lineno"> 444</span>  <a class="codeRef" target="_blank" href="http://en.cppreference.com/w/cpp/io/basic_ostream.html">std::cout</a> << <span class="stringliteral">"Enter number of test samples: "</span>;</div>
|
||||
<div class="line"><a name="l00445"></a><span class="lineno"> 445</span>  <span class="comment">// number of test sample inputs</span></div>
|
||||
<div class="line"><a name="l00446"></a><span class="lineno"> 446</span>  <a class="codeRef" target="_blank" href="http://en.cppreference.com/w/cpp/io/basic_istream.html">std::cin</a> >> T;</div>
|
||||
<div class="line"><a name="l00447"></a><span class="lineno"> 447</span>  <a class="codeRef" target="_blank" href="http://en.cppreference.com/w/cpp/container/vector.html">std::vector<std::vector<float></a>> data2(T);</div>
|
||||
<div class="line"><a name="l00448"></a><span class="lineno"> 448</span>  <span class="comment">// vector<float> Y2(T);</span></div>
|
||||
<div class="line"><a name="l00449"></a><span class="lineno"> 449</span>  </div>
|
||||
<div class="line"><a name="l00450"></a><span class="lineno"> 450</span>  <span class="keywordflow">for</span> (<span class="keywordtype">size_t</span> rows = 0; rows < T; rows++) {</div>
|
||||
<div class="line"><a name="l00451"></a><span class="lineno"> 451</span>  <a class="codeRef" target="_blank" href="http://en.cppreference.com/w/cpp/io/basic_ostream.html">std::cout</a> << <span class="stringliteral">"Sample# "</span> << rows + 1 << <span class="stringliteral">": "</span>;</div>
|
||||
<div class="line"><a name="l00452"></a><span class="lineno"> 452</span>  <a class="codeRef" target="_blank" href="http://en.cppreference.com/w/cpp/container/vector.html">std::vector<float></a> v(F);</div>
|
||||
<div class="line"><a name="l00453"></a><span class="lineno"> 453</span>  <span class="keywordflow">for</span> (<span class="keywordtype">size_t</span> cols = 0; cols < F; cols++) std::cin >> v[cols];</div>
|
||||
<div class="line"><a name="l00454"></a><span class="lineno"> 454</span>  data2[rows] = v;</div>
|
||||
<div class="line"><a name="l00455"></a><span class="lineno"> 455</span>  }</div>
|
||||
<div class="line"><a name="l00456"></a><span class="lineno"> 456</span>  </div>
|
||||
<div class="line"><a name="l00457"></a><span class="lineno"> 457</span>  <a class="codeRef" target="_blank" href="http://en.cppreference.com/w/cpp/container/vector.html">std::vector<float></a> out = <a class="code" href="../../dc/d38/ordinary__least__squares__regressor_8cpp.html#a4bcaaf41c66da4d3a471dacef133def7">predict_OLS_regressor</a>(data2, beta);</div>
|
||||
<div class="line"><a name="l00458"></a><span class="lineno"> 458</span>  <span class="keywordflow">for</span> (<span class="keywordtype">size_t</span> rows = 0; rows < T; rows++) <a class="codeRef" target="_blank" href="http://en.cppreference.com/w/cpp/io/basic_ostream.html">std::cout</a> << out[rows] << <a class="codeRef" target="_blank" href="http://en.cppreference.com/w/cpp/io/manip/endl.html">std::endl</a>;</div>
|
||||
<div class="line"><a name="l00459"></a><span class="lineno"> 459</span>  </div>
|
||||
<div class="line"><a name="l00460"></a><span class="lineno"> 460</span>  <span class="keywordflow">return</span> 0;</div>
|
||||
<div class="line"><a name="l00461"></a><span class="lineno"> 461</span> }</div>
|
||||
</div><!-- fragment --><div class="dynheader">
|
||||
Here is the call graph for this function:</div>
|
||||
<div class="dyncontent">
|
||||
<div class="center"><iframe scrolling="no" frameborder="0" src="../../dc/d38/ordinary__least__squares__regressor_8cpp_ae66f6b31b5ad750f1fe042a706a4e3d4_cgraph.svg" width="555" height="190"><p><b>This browser is not able to show SVG: try Firefox, Chrome, Safari, or Opera instead.</b></p></iframe>
|
||||
<div class="center"><div class="zoom"><iframe scrolling="no" frameborder="0" src="../../dc/d38/ordinary__least__squares__regressor_8cpp_ae66f6b31b5ad750f1fe042a706a4e3d4_cgraph.svg" width="100%" height="600"><p><b>This browser is not able to show SVG: try Firefox, Chrome, Safari, or Opera instead.</b></p></iframe></div>
|
||||
</div>
|
||||
</div>
|
||||
|
||||
@@ -488,18 +494,18 @@ template<typename T > </div>
|
||||
</table>
|
||||
</div><div class="memdoc">
|
||||
<p>pre-multiplication of a vector by a scalar </p><dl class="section return"><dt>Returns</dt><dd>resultant vector </dd></dl>
|
||||
<div class="fragment"><div class="line"><a name="l00131"></a><span class="lineno"> 131</span>  {</div>
|
||||
<div class="line"><a name="l00132"></a><span class="lineno"> 132</span>  <span class="comment">// Number of rows in A</span></div>
|
||||
<div class="line"><a name="l00133"></a><span class="lineno"> 133</span>  <span class="keywordtype">size_t</span> N_A = A.<a class="codeRef" target="_blank" href="http://en.cppreference.com/w/cpp/container/vector/size.html">size</a>();</div>
|
||||
<div class="line"><a name="l00134"></a><span class="lineno"> 134</span>  </div>
|
||||
<div class="line"><a name="l00135"></a><span class="lineno"> 135</span>  <a class="codeRef" target="_blank" href="http://en.cppreference.com/w/cpp/container/vector.html">std::vector<float></a> result(N_A);</div>
|
||||
<div class="fragment"><div class="line"><a name="l00133"></a><span class="lineno"> 133</span>  {</div>
|
||||
<div class="line"><a name="l00134"></a><span class="lineno"> 134</span>  <span class="comment">// Number of rows in A</span></div>
|
||||
<div class="line"><a name="l00135"></a><span class="lineno"> 135</span>  <span class="keywordtype">size_t</span> N_A = A.<a class="codeRef" target="_blank" href="http://en.cppreference.com/w/cpp/container/vector/size.html">size</a>();</div>
|
||||
<div class="line"><a name="l00136"></a><span class="lineno"> 136</span>  </div>
|
||||
<div class="line"><a name="l00137"></a><span class="lineno"> 137</span>  <span class="keywordflow">for</span> (<span class="keywordtype">size_t</span> row = 0; row < N_A; row++) {</div>
|
||||
<div class="line"><a name="l00138"></a><span class="lineno"> 138</span>  result[row] += A[row] * <span class="keyword">static_cast<</span><span class="keywordtype">float</span><span class="keyword">></span>(scalar);</div>
|
||||
<div class="line"><a name="l00139"></a><span class="lineno"> 139</span>  }</div>
|
||||
<div class="line"><a name="l00140"></a><span class="lineno"> 140</span>  </div>
|
||||
<div class="line"><a name="l00141"></a><span class="lineno"> 141</span>  <span class="keywordflow">return</span> result;</div>
|
||||
<div class="line"><a name="l00142"></a><span class="lineno"> 142</span> }</div>
|
||||
<div class="line"><a name="l00137"></a><span class="lineno"> 137</span>  <a class="codeRef" target="_blank" href="http://en.cppreference.com/w/cpp/container/vector.html">std::vector<float></a> result(N_A);</div>
|
||||
<div class="line"><a name="l00138"></a><span class="lineno"> 138</span>  </div>
|
||||
<div class="line"><a name="l00139"></a><span class="lineno"> 139</span>  <span class="keywordflow">for</span> (<span class="keywordtype">size_t</span> row = 0; row < N_A; row++) {</div>
|
||||
<div class="line"><a name="l00140"></a><span class="lineno"> 140</span>  result[row] += A[row] * <span class="keyword">static_cast<</span><span class="keywordtype">float</span><span class="keyword">></span>(scalar);</div>
|
||||
<div class="line"><a name="l00141"></a><span class="lineno"> 141</span>  }</div>
|
||||
<div class="line"><a name="l00142"></a><span class="lineno"> 142</span>  </div>
|
||||
<div class="line"><a name="l00143"></a><span class="lineno"> 143</span>  <span class="keywordflow">return</span> result;</div>
|
||||
<div class="line"><a name="l00144"></a><span class="lineno"> 144</span> }</div>
|
||||
</div><!-- fragment --><div class="dynheader">
|
||||
Here is the call graph for this function:</div>
|
||||
<div class="dyncontent">
|
||||
@@ -538,32 +544,32 @@ template<typename T > </div>
|
||||
</div><div class="memdoc">
|
||||
<p>Matrix multiplication such that if A is size (mxn) and B is of size (pxq) then the multiplication is defined only when n = p and the resultant matrix is of size (mxq)</p>
|
||||
<dl class="section return"><dt>Returns</dt><dd>resultant matrix </dd></dl>
|
||||
<div class="fragment"><div class="line"><a name="l00073"></a><span class="lineno"> 73</span>  {</div>
|
||||
<div class="line"><a name="l00074"></a><span class="lineno"> 74</span>  <span class="comment">// Number of rows in A</span></div>
|
||||
<div class="line"><a name="l00075"></a><span class="lineno"> 75</span>  <span class="keywordtype">size_t</span> N_A = A.<a class="codeRef" target="_blank" href="http://en.cppreference.com/w/cpp/container/vector/size.html">size</a>();</div>
|
||||
<div class="line"><a name="l00076"></a><span class="lineno"> 76</span>  <span class="comment">// Number of columns in B</span></div>
|
||||
<div class="line"><a name="l00077"></a><span class="lineno"> 77</span>  <span class="keywordtype">size_t</span> N_B = B[0].<a class="codeRef" target="_blank" href="http://en.cppreference.com/w/cpp/container/vector/size.html">size</a>();</div>
|
||||
<div class="line"><a name="l00078"></a><span class="lineno"> 78</span>  </div>
|
||||
<div class="line"><a name="l00079"></a><span class="lineno"> 79</span>  <a class="codeRef" target="_blank" href="http://en.cppreference.com/w/cpp/container/vector.html">std::vector<std::vector<T></a>> result(N_A);</div>
|
||||
<div class="fragment"><div class="line"><a name="l00075"></a><span class="lineno"> 75</span>  {</div>
|
||||
<div class="line"><a name="l00076"></a><span class="lineno"> 76</span>  <span class="comment">// Number of rows in A</span></div>
|
||||
<div class="line"><a name="l00077"></a><span class="lineno"> 77</span>  <span class="keywordtype">size_t</span> N_A = A.<a class="codeRef" target="_blank" href="http://en.cppreference.com/w/cpp/container/vector/size.html">size</a>();</div>
|
||||
<div class="line"><a name="l00078"></a><span class="lineno"> 78</span>  <span class="comment">// Number of columns in B</span></div>
|
||||
<div class="line"><a name="l00079"></a><span class="lineno"> 79</span>  <span class="keywordtype">size_t</span> N_B = B[0].<a class="codeRef" target="_blank" href="http://en.cppreference.com/w/cpp/container/vector/size.html">size</a>();</div>
|
||||
<div class="line"><a name="l00080"></a><span class="lineno"> 80</span>  </div>
|
||||
<div class="line"><a name="l00081"></a><span class="lineno"> 81</span>  <span class="keywordflow">if</span> (A[0].size() != B.<a class="codeRef" target="_blank" href="http://en.cppreference.com/w/cpp/container/vector/size.html">size</a>()) {</div>
|
||||
<div class="line"><a name="l00082"></a><span class="lineno"> 82</span>  <a class="codeRef" target="_blank" href="http://en.cppreference.com/w/cpp/io/basic_ostream.html">std::cerr</a> << <span class="stringliteral">"Number of columns in A != Number of rows in B ("</span></div>
|
||||
<div class="line"><a name="l00083"></a><span class="lineno"> 83</span>  << A[0].<a class="codeRef" target="_blank" href="http://en.cppreference.com/w/cpp/container/vector/size.html">size</a>() << <span class="stringliteral">", "</span> << B.<a class="codeRef" target="_blank" href="http://en.cppreference.com/w/cpp/container/vector/size.html">size</a>() << <span class="stringliteral">")"</span> << <a class="codeRef" target="_blank" href="http://en.cppreference.com/w/cpp/io/manip/endl.html">std::endl</a>;</div>
|
||||
<div class="line"><a name="l00084"></a><span class="lineno"> 84</span>  <span class="keywordflow">return</span> result;</div>
|
||||
<div class="line"><a name="l00085"></a><span class="lineno"> 85</span>  }</div>
|
||||
<div class="line"><a name="l00086"></a><span class="lineno"> 86</span>  </div>
|
||||
<div class="line"><a name="l00087"></a><span class="lineno"> 87</span>  <span class="keywordflow">for</span> (<span class="keywordtype">size_t</span> row = 0; row < N_A; row++) {</div>
|
||||
<div class="line"><a name="l00088"></a><span class="lineno"> 88</span>  <a class="codeRef" target="_blank" href="http://en.cppreference.com/w/cpp/container/vector.html">std::vector<T></a> v(N_B);</div>
|
||||
<div class="line"><a name="l00089"></a><span class="lineno"> 89</span>  <span class="keywordflow">for</span> (<span class="keywordtype">size_t</span> col = 0; col < N_B; col++) {</div>
|
||||
<div class="line"><a name="l00090"></a><span class="lineno"> 90</span>  v[col] = <span class="keyword">static_cast<</span>T<span class="keyword">></span>(0);</div>
|
||||
<div class="line"><a name="l00091"></a><span class="lineno"> 91</span>  <span class="keywordflow">for</span> (<span class="keywordtype">size_t</span> j = 0; j < B.<a class="codeRef" target="_blank" href="http://en.cppreference.com/w/cpp/container/vector/size.html">size</a>(); j++)</div>
|
||||
<div class="line"><a name="l00092"></a><span class="lineno"> 92</span>  v[col] += A[row][j] * B[j][col];</div>
|
||||
<div class="line"><a name="l00093"></a><span class="lineno"> 93</span>  }</div>
|
||||
<div class="line"><a name="l00094"></a><span class="lineno"> 94</span>  result[row] = v;</div>
|
||||
<div class="line"><a name="l00095"></a><span class="lineno"> 95</span>  }</div>
|
||||
<div class="line"><a name="l00096"></a><span class="lineno"> 96</span>  </div>
|
||||
<div class="line"><a name="l00097"></a><span class="lineno"> 97</span>  <span class="keywordflow">return</span> result;</div>
|
||||
<div class="line"><a name="l00098"></a><span class="lineno"> 98</span> }</div>
|
||||
<div class="line"><a name="l00081"></a><span class="lineno"> 81</span>  <a class="codeRef" target="_blank" href="http://en.cppreference.com/w/cpp/container/vector.html">std::vector<std::vector<T></a>> result(N_A);</div>
|
||||
<div class="line"><a name="l00082"></a><span class="lineno"> 82</span>  </div>
|
||||
<div class="line"><a name="l00083"></a><span class="lineno"> 83</span>  <span class="keywordflow">if</span> (A[0].size() != B.<a class="codeRef" target="_blank" href="http://en.cppreference.com/w/cpp/container/vector/size.html">size</a>()) {</div>
|
||||
<div class="line"><a name="l00084"></a><span class="lineno"> 84</span>  <a class="codeRef" target="_blank" href="http://en.cppreference.com/w/cpp/io/basic_ostream.html">std::cerr</a> << <span class="stringliteral">"Number of columns in A != Number of rows in B ("</span></div>
|
||||
<div class="line"><a name="l00085"></a><span class="lineno"> 85</span>  << A[0].<a class="codeRef" target="_blank" href="http://en.cppreference.com/w/cpp/container/vector/size.html">size</a>() << <span class="stringliteral">", "</span> << B.<a class="codeRef" target="_blank" href="http://en.cppreference.com/w/cpp/container/vector/size.html">size</a>() << <span class="stringliteral">")"</span> << <a class="codeRef" target="_blank" href="http://en.cppreference.com/w/cpp/io/manip/endl.html">std::endl</a>;</div>
|
||||
<div class="line"><a name="l00086"></a><span class="lineno"> 86</span>  <span class="keywordflow">return</span> result;</div>
|
||||
<div class="line"><a name="l00087"></a><span class="lineno"> 87</span>  }</div>
|
||||
<div class="line"><a name="l00088"></a><span class="lineno"> 88</span>  </div>
|
||||
<div class="line"><a name="l00089"></a><span class="lineno"> 89</span>  <span class="keywordflow">for</span> (<span class="keywordtype">size_t</span> row = 0; row < N_A; row++) {</div>
|
||||
<div class="line"><a name="l00090"></a><span class="lineno"> 90</span>  <a class="codeRef" target="_blank" href="http://en.cppreference.com/w/cpp/container/vector.html">std::vector<T></a> v(N_B);</div>
|
||||
<div class="line"><a name="l00091"></a><span class="lineno"> 91</span>  <span class="keywordflow">for</span> (<span class="keywordtype">size_t</span> col = 0; col < N_B; col++) {</div>
|
||||
<div class="line"><a name="l00092"></a><span class="lineno"> 92</span>  v[col] = <span class="keyword">static_cast<</span>T<span class="keyword">></span>(0);</div>
|
||||
<div class="line"><a name="l00093"></a><span class="lineno"> 93</span>  <span class="keywordflow">for</span> (<span class="keywordtype">size_t</span> j = 0; j < B.<a class="codeRef" target="_blank" href="http://en.cppreference.com/w/cpp/container/vector/size.html">size</a>(); j++)</div>
|
||||
<div class="line"><a name="l00094"></a><span class="lineno"> 94</span>  v[col] += A[row][j] * B[j][col];</div>
|
||||
<div class="line"><a name="l00095"></a><span class="lineno"> 95</span>  }</div>
|
||||
<div class="line"><a name="l00096"></a><span class="lineno"> 96</span>  result[row] = v;</div>
|
||||
<div class="line"><a name="l00097"></a><span class="lineno"> 97</span>  }</div>
|
||||
<div class="line"><a name="l00098"></a><span class="lineno"> 98</span>  </div>
|
||||
<div class="line"><a name="l00099"></a><span class="lineno"> 99</span>  <span class="keywordflow">return</span> result;</div>
|
||||
<div class="line"><a name="l00100"></a><span class="lineno"> 100</span> }</div>
|
||||
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|
||||
<div class="dyncontent">
|
||||
@@ -601,25 +607,25 @@ template<typename T > </div>
|
||||
</table>
|
||||
</div><div class="memdoc">
|
||||
<p>multiplication of a matrix with a column vector </p><dl class="section return"><dt>Returns</dt><dd>resultant vector </dd></dl>
|
||||
<div class="fragment"><div class="line"><a name="l00106"></a><span class="lineno"> 106</span>  {</div>
|
||||
<div class="line"><a name="l00107"></a><span class="lineno"> 107</span>  <span class="comment">// Number of rows in A</span></div>
|
||||
<div class="line"><a name="l00108"></a><span class="lineno"> 108</span>  <span class="keywordtype">size_t</span> N_A = A.<a class="codeRef" target="_blank" href="http://en.cppreference.com/w/cpp/container/vector/size.html">size</a>();</div>
|
||||
<div class="line"><a name="l00109"></a><span class="lineno"> 109</span>  </div>
|
||||
<div class="line"><a name="l00110"></a><span class="lineno"> 110</span>  <a class="codeRef" target="_blank" href="http://en.cppreference.com/w/cpp/container/vector.html">std::vector<T></a> result(N_A);</div>
|
||||
<div class="fragment"><div class="line"><a name="l00108"></a><span class="lineno"> 108</span>  {</div>
|
||||
<div class="line"><a name="l00109"></a><span class="lineno"> 109</span>  <span class="comment">// Number of rows in A</span></div>
|
||||
<div class="line"><a name="l00110"></a><span class="lineno"> 110</span>  <span class="keywordtype">size_t</span> N_A = A.<a class="codeRef" target="_blank" href="http://en.cppreference.com/w/cpp/container/vector/size.html">size</a>();</div>
|
||||
<div class="line"><a name="l00111"></a><span class="lineno"> 111</span>  </div>
|
||||
<div class="line"><a name="l00112"></a><span class="lineno"> 112</span>  <span class="keywordflow">if</span> (A[0].size() != B.<a class="codeRef" target="_blank" href="http://en.cppreference.com/w/cpp/container/vector/size.html">size</a>()) {</div>
|
||||
<div class="line"><a name="l00113"></a><span class="lineno"> 113</span>  <a class="codeRef" target="_blank" href="http://en.cppreference.com/w/cpp/io/basic_ostream.html">std::cerr</a> << <span class="stringliteral">"Number of columns in A != Number of rows in B ("</span></div>
|
||||
<div class="line"><a name="l00114"></a><span class="lineno"> 114</span>  << A[0].<a class="codeRef" target="_blank" href="http://en.cppreference.com/w/cpp/container/vector/size.html">size</a>() << <span class="stringliteral">", "</span> << B.<a class="codeRef" target="_blank" href="http://en.cppreference.com/w/cpp/container/vector/size.html">size</a>() << <span class="stringliteral">")"</span> << <a class="codeRef" target="_blank" href="http://en.cppreference.com/w/cpp/io/manip/endl.html">std::endl</a>;</div>
|
||||
<div class="line"><a name="l00115"></a><span class="lineno"> 115</span>  <span class="keywordflow">return</span> result;</div>
|
||||
<div class="line"><a name="l00116"></a><span class="lineno"> 116</span>  }</div>
|
||||
<div class="line"><a name="l00117"></a><span class="lineno"> 117</span>  </div>
|
||||
<div class="line"><a name="l00118"></a><span class="lineno"> 118</span>  <span class="keywordflow">for</span> (<span class="keywordtype">size_t</span> row = 0; row < N_A; row++) {</div>
|
||||
<div class="line"><a name="l00119"></a><span class="lineno"> 119</span>  result[row] = <span class="keyword">static_cast<</span>T<span class="keyword">></span>(0);</div>
|
||||
<div class="line"><a name="l00120"></a><span class="lineno"> 120</span>  <span class="keywordflow">for</span> (<span class="keywordtype">size_t</span> j = 0; j < B.<a class="codeRef" target="_blank" href="http://en.cppreference.com/w/cpp/container/vector/size.html">size</a>(); j++) result[row] += A[row][j] * B[j];</div>
|
||||
<div class="line"><a name="l00121"></a><span class="lineno"> 121</span>  }</div>
|
||||
<div class="line"><a name="l00122"></a><span class="lineno"> 122</span>  </div>
|
||||
<div class="line"><a name="l00123"></a><span class="lineno"> 123</span>  <span class="keywordflow">return</span> result;</div>
|
||||
<div class="line"><a name="l00124"></a><span class="lineno"> 124</span> }</div>
|
||||
<div class="line"><a name="l00112"></a><span class="lineno"> 112</span>  <a class="codeRef" target="_blank" href="http://en.cppreference.com/w/cpp/container/vector.html">std::vector<T></a> result(N_A);</div>
|
||||
<div class="line"><a name="l00113"></a><span class="lineno"> 113</span>  </div>
|
||||
<div class="line"><a name="l00114"></a><span class="lineno"> 114</span>  <span class="keywordflow">if</span> (A[0].size() != B.<a class="codeRef" target="_blank" href="http://en.cppreference.com/w/cpp/container/vector/size.html">size</a>()) {</div>
|
||||
<div class="line"><a name="l00115"></a><span class="lineno"> 115</span>  <a class="codeRef" target="_blank" href="http://en.cppreference.com/w/cpp/io/basic_ostream.html">std::cerr</a> << <span class="stringliteral">"Number of columns in A != Number of rows in B ("</span></div>
|
||||
<div class="line"><a name="l00116"></a><span class="lineno"> 116</span>  << A[0].<a class="codeRef" target="_blank" href="http://en.cppreference.com/w/cpp/container/vector/size.html">size</a>() << <span class="stringliteral">", "</span> << B.<a class="codeRef" target="_blank" href="http://en.cppreference.com/w/cpp/container/vector/size.html">size</a>() << <span class="stringliteral">")"</span> << <a class="codeRef" target="_blank" href="http://en.cppreference.com/w/cpp/io/manip/endl.html">std::endl</a>;</div>
|
||||
<div class="line"><a name="l00117"></a><span class="lineno"> 117</span>  <span class="keywordflow">return</span> result;</div>
|
||||
<div class="line"><a name="l00118"></a><span class="lineno"> 118</span>  }</div>
|
||||
<div class="line"><a name="l00119"></a><span class="lineno"> 119</span>  </div>
|
||||
<div class="line"><a name="l00120"></a><span class="lineno"> 120</span>  <span class="keywordflow">for</span> (<span class="keywordtype">size_t</span> row = 0; row < N_A; row++) {</div>
|
||||
<div class="line"><a name="l00121"></a><span class="lineno"> 121</span>  result[row] = <span class="keyword">static_cast<</span>T<span class="keyword">></span>(0);</div>
|
||||
<div class="line"><a name="l00122"></a><span class="lineno"> 122</span>  <span class="keywordflow">for</span> (<span class="keywordtype">size_t</span> j = 0; j < B.<a class="codeRef" target="_blank" href="http://en.cppreference.com/w/cpp/container/vector/size.html">size</a>(); j++) result[row] += A[row][j] * B[j];</div>
|
||||
<div class="line"><a name="l00123"></a><span class="lineno"> 123</span>  }</div>
|
||||
<div class="line"><a name="l00124"></a><span class="lineno"> 124</span>  </div>
|
||||
<div class="line"><a name="l00125"></a><span class="lineno"> 125</span>  <span class="keywordflow">return</span> result;</div>
|
||||
<div class="line"><a name="l00126"></a><span class="lineno"> 126</span> }</div>
|
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@@ -657,17 +663,17 @@ template<typename T > </div>
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||||
<p>post-multiplication of a vector by a scalar </p><dl class="section return"><dt>Returns</dt><dd>resultant vector </dd></dl>
|
||||
<div class="fragment"><div class="line"><a name="l00149"></a><span class="lineno"> 149</span>  {</div>
|
||||
<div class="line"><a name="l00150"></a><span class="lineno"> 150</span>  <span class="comment">// Number of rows in A</span></div>
|
||||
<div class="line"><a name="l00151"></a><span class="lineno"> 151</span>  <span class="keywordtype">size_t</span> N_A = A.<a class="codeRef" target="_blank" href="http://en.cppreference.com/w/cpp/container/vector/size.html">size</a>();</div>
|
||||
<div class="line"><a name="l00152"></a><span class="lineno"> 152</span>  </div>
|
||||
<div class="line"><a name="l00153"></a><span class="lineno"> 153</span>  <a class="codeRef" target="_blank" href="http://en.cppreference.com/w/cpp/container/vector.html">std::vector<float></a> result(N_A);</div>
|
||||
<div class="fragment"><div class="line"><a name="l00151"></a><span class="lineno"> 151</span>  {</div>
|
||||
<div class="line"><a name="l00152"></a><span class="lineno"> 152</span>  <span class="comment">// Number of rows in A</span></div>
|
||||
<div class="line"><a name="l00153"></a><span class="lineno"> 153</span>  <span class="keywordtype">size_t</span> N_A = A.<a class="codeRef" target="_blank" href="http://en.cppreference.com/w/cpp/container/vector/size.html">size</a>();</div>
|
||||
<div class="line"><a name="l00154"></a><span class="lineno"> 154</span>  </div>
|
||||
<div class="line"><a name="l00155"></a><span class="lineno"> 155</span>  <span class="keywordflow">for</span> (<span class="keywordtype">size_t</span> row = 0; row < N_A; row++)</div>
|
||||
<div class="line"><a name="l00156"></a><span class="lineno"> 156</span>  result[row] = A[row] * <span class="keyword">static_cast<</span><span class="keywordtype">float</span><span class="keyword">></span>(scalar);</div>
|
||||
<div class="line"><a name="l00157"></a><span class="lineno"> 157</span>  </div>
|
||||
<div class="line"><a name="l00158"></a><span class="lineno"> 158</span>  <span class="keywordflow">return</span> result;</div>
|
||||
<div class="line"><a name="l00159"></a><span class="lineno"> 159</span> }</div>
|
||||
<div class="line"><a name="l00155"></a><span class="lineno"> 155</span>  <a class="codeRef" target="_blank" href="http://en.cppreference.com/w/cpp/container/vector.html">std::vector<float></a> result(N_A);</div>
|
||||
<div class="line"><a name="l00156"></a><span class="lineno"> 156</span>  </div>
|
||||
<div class="line"><a name="l00157"></a><span class="lineno"> 157</span>  <span class="keywordflow">for</span> (<span class="keywordtype">size_t</span> row = 0; row < N_A; row++)</div>
|
||||
<div class="line"><a name="l00158"></a><span class="lineno"> 158</span>  result[row] = A[row] * <span class="keyword">static_cast<</span><span class="keywordtype">float</span><span class="keyword">></span>(scalar);</div>
|
||||
<div class="line"><a name="l00159"></a><span class="lineno"> 159</span>  </div>
|
||||
<div class="line"><a name="l00160"></a><span class="lineno"> 160</span>  <span class="keywordflow">return</span> result;</div>
|
||||
<div class="line"><a name="l00161"></a><span class="lineno"> 161</span> }</div>
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@@ -705,21 +711,21 @@ template<typename T > </div>
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<p>addition of two vectors of identical lengths </p><dl class="section return"><dt>Returns</dt><dd>resultant vector </dd></dl>
|
||||
<div class="fragment"><div class="line"><a name="l00196"></a><span class="lineno"> 196</span>  {</div>
|
||||
<div class="line"><a name="l00197"></a><span class="lineno"> 197</span>  <span class="comment">// Number of rows in A</span></div>
|
||||
<div class="line"><a name="l00198"></a><span class="lineno"> 198</span>  <span class="keywordtype">size_t</span> N = A.<a class="codeRef" target="_blank" href="http://en.cppreference.com/w/cpp/container/vector/size.html">size</a>();</div>
|
||||
<div class="line"><a name="l00199"></a><span class="lineno"> 199</span>  </div>
|
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<div class="line"><a name="l00200"></a><span class="lineno"> 200</span>  <a class="codeRef" target="_blank" href="http://en.cppreference.com/w/cpp/container/vector.html">std::vector<T></a> result(N);</div>
|
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<div class="fragment"><div class="line"><a name="l00198"></a><span class="lineno"> 198</span>  {</div>
|
||||
<div class="line"><a name="l00199"></a><span class="lineno"> 199</span>  <span class="comment">// Number of rows in A</span></div>
|
||||
<div class="line"><a name="l00200"></a><span class="lineno"> 200</span>  <span class="keywordtype">size_t</span> N = A.<a class="codeRef" target="_blank" href="http://en.cppreference.com/w/cpp/container/vector/size.html">size</a>();</div>
|
||||
<div class="line"><a name="l00201"></a><span class="lineno"> 201</span>  </div>
|
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<div class="line"><a name="l00202"></a><span class="lineno"> 202</span>  <span class="keywordflow">if</span> (B.<a class="codeRef" target="_blank" href="http://en.cppreference.com/w/cpp/container/vector/size.html">size</a>() != N) {</div>
|
||||
<div class="line"><a name="l00203"></a><span class="lineno"> 203</span>  <a class="codeRef" target="_blank" href="http://en.cppreference.com/w/cpp/io/basic_ostream.html">std::cerr</a> << <span class="stringliteral">"Vector dimensions shouldbe identical!"</span> << <a class="codeRef" target="_blank" href="http://en.cppreference.com/w/cpp/io/manip/endl.html">std::endl</a>;</div>
|
||||
<div class="line"><a name="l00204"></a><span class="lineno"> 204</span>  <span class="keywordflow">return</span> A;</div>
|
||||
<div class="line"><a name="l00205"></a><span class="lineno"> 205</span>  }</div>
|
||||
<div class="line"><a name="l00206"></a><span class="lineno"> 206</span>  </div>
|
||||
<div class="line"><a name="l00207"></a><span class="lineno"> 207</span>  <span class="keywordflow">for</span> (<span class="keywordtype">size_t</span> row = 0; row < N; row++) result[row] = A[row] + B[row];</div>
|
||||
<div class="line"><a name="l00202"></a><span class="lineno"> 202</span>  <a class="codeRef" target="_blank" href="http://en.cppreference.com/w/cpp/container/vector.html">std::vector<T></a> result(N);</div>
|
||||
<div class="line"><a name="l00203"></a><span class="lineno"> 203</span>  </div>
|
||||
<div class="line"><a name="l00204"></a><span class="lineno"> 204</span>  <span class="keywordflow">if</span> (B.<a class="codeRef" target="_blank" href="http://en.cppreference.com/w/cpp/container/vector/size.html">size</a>() != N) {</div>
|
||||
<div class="line"><a name="l00205"></a><span class="lineno"> 205</span>  <a class="codeRef" target="_blank" href="http://en.cppreference.com/w/cpp/io/basic_ostream.html">std::cerr</a> << <span class="stringliteral">"Vector dimensions shouldbe identical!"</span> << <a class="codeRef" target="_blank" href="http://en.cppreference.com/w/cpp/io/manip/endl.html">std::endl</a>;</div>
|
||||
<div class="line"><a name="l00206"></a><span class="lineno"> 206</span>  <span class="keywordflow">return</span> A;</div>
|
||||
<div class="line"><a name="l00207"></a><span class="lineno"> 207</span>  }</div>
|
||||
<div class="line"><a name="l00208"></a><span class="lineno"> 208</span>  </div>
|
||||
<div class="line"><a name="l00209"></a><span class="lineno"> 209</span>  <span class="keywordflow">return</span> result;</div>
|
||||
<div class="line"><a name="l00210"></a><span class="lineno"> 210</span> }</div>
|
||||
<div class="line"><a name="l00209"></a><span class="lineno"> 209</span>  <span class="keywordflow">for</span> (<span class="keywordtype">size_t</span> row = 0; row < N; row++) result[row] = A[row] + B[row];</div>
|
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<div class="line"><a name="l00210"></a><span class="lineno"> 210</span>  </div>
|
||||
<div class="line"><a name="l00211"></a><span class="lineno"> 211</span>  <span class="keywordflow">return</span> result;</div>
|
||||
<div class="line"><a name="l00212"></a><span class="lineno"> 212</span> }</div>
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|
||||
@@ -757,21 +763,21 @@ template<typename T > </div>
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||||
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||||
</div><div class="memdoc">
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||||
<p>subtraction of two vectors of identical lengths </p><dl class="section return"><dt>Returns</dt><dd>resultant vector </dd></dl>
|
||||
<div class="fragment"><div class="line"><a name="l00175"></a><span class="lineno"> 175</span>  {</div>
|
||||
<div class="line"><a name="l00176"></a><span class="lineno"> 176</span>  <span class="comment">// Number of rows in A</span></div>
|
||||
<div class="line"><a name="l00177"></a><span class="lineno"> 177</span>  <span class="keywordtype">size_t</span> N = A.<a class="codeRef" target="_blank" href="http://en.cppreference.com/w/cpp/container/vector/size.html">size</a>();</div>
|
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<div class="line"><a name="l00178"></a><span class="lineno"> 178</span>  </div>
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<div class="line"><a name="l00179"></a><span class="lineno"> 179</span>  <a class="codeRef" target="_blank" href="http://en.cppreference.com/w/cpp/container/vector.html">std::vector<T></a> result(N);</div>
|
||||
<div class="fragment"><div class="line"><a name="l00177"></a><span class="lineno"> 177</span>  {</div>
|
||||
<div class="line"><a name="l00178"></a><span class="lineno"> 178</span>  <span class="comment">// Number of rows in A</span></div>
|
||||
<div class="line"><a name="l00179"></a><span class="lineno"> 179</span>  <span class="keywordtype">size_t</span> N = A.<a class="codeRef" target="_blank" href="http://en.cppreference.com/w/cpp/container/vector/size.html">size</a>();</div>
|
||||
<div class="line"><a name="l00180"></a><span class="lineno"> 180</span>  </div>
|
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<div class="line"><a name="l00181"></a><span class="lineno"> 181</span>  <span class="keywordflow">if</span> (B.<a class="codeRef" target="_blank" href="http://en.cppreference.com/w/cpp/container/vector/size.html">size</a>() != N) {</div>
|
||||
<div class="line"><a name="l00182"></a><span class="lineno"> 182</span>  <a class="codeRef" target="_blank" href="http://en.cppreference.com/w/cpp/io/basic_ostream.html">std::cerr</a> << <span class="stringliteral">"Vector dimensions shouldbe identical!"</span> << <a class="codeRef" target="_blank" href="http://en.cppreference.com/w/cpp/io/manip/endl.html">std::endl</a>;</div>
|
||||
<div class="line"><a name="l00183"></a><span class="lineno"> 183</span>  <span class="keywordflow">return</span> A;</div>
|
||||
<div class="line"><a name="l00184"></a><span class="lineno"> 184</span>  }</div>
|
||||
<div class="line"><a name="l00185"></a><span class="lineno"> 185</span>  </div>
|
||||
<div class="line"><a name="l00186"></a><span class="lineno"> 186</span>  <span class="keywordflow">for</span> (<span class="keywordtype">size_t</span> row = 0; row < N; row++) result[row] = A[row] - B[row];</div>
|
||||
<div class="line"><a name="l00181"></a><span class="lineno"> 181</span>  <a class="codeRef" target="_blank" href="http://en.cppreference.com/w/cpp/container/vector.html">std::vector<T></a> result(N);</div>
|
||||
<div class="line"><a name="l00182"></a><span class="lineno"> 182</span>  </div>
|
||||
<div class="line"><a name="l00183"></a><span class="lineno"> 183</span>  <span class="keywordflow">if</span> (B.<a class="codeRef" target="_blank" href="http://en.cppreference.com/w/cpp/container/vector/size.html">size</a>() != N) {</div>
|
||||
<div class="line"><a name="l00184"></a><span class="lineno"> 184</span>  <a class="codeRef" target="_blank" href="http://en.cppreference.com/w/cpp/io/basic_ostream.html">std::cerr</a> << <span class="stringliteral">"Vector dimensions shouldbe identical!"</span> << <a class="codeRef" target="_blank" href="http://en.cppreference.com/w/cpp/io/manip/endl.html">std::endl</a>;</div>
|
||||
<div class="line"><a name="l00185"></a><span class="lineno"> 185</span>  <span class="keywordflow">return</span> A;</div>
|
||||
<div class="line"><a name="l00186"></a><span class="lineno"> 186</span>  }</div>
|
||||
<div class="line"><a name="l00187"></a><span class="lineno"> 187</span>  </div>
|
||||
<div class="line"><a name="l00188"></a><span class="lineno"> 188</span>  <span class="keywordflow">return</span> result;</div>
|
||||
<div class="line"><a name="l00189"></a><span class="lineno"> 189</span> }</div>
|
||||
<div class="line"><a name="l00188"></a><span class="lineno"> 188</span>  <span class="keywordflow">for</span> (<span class="keywordtype">size_t</span> row = 0; row < N; row++) result[row] = A[row] - B[row];</div>
|
||||
<div class="line"><a name="l00189"></a><span class="lineno"> 189</span>  </div>
|
||||
<div class="line"><a name="l00190"></a><span class="lineno"> 190</span>  <span class="keywordflow">return</span> result;</div>
|
||||
<div class="line"><a name="l00191"></a><span class="lineno"> 191</span> }</div>
|
||||
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|
||||
@@ -809,9 +815,9 @@ template<typename T > </div>
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||||
</table>
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||||
</div><div class="memdoc">
|
||||
<p>division of a vector by a scalar </p><dl class="section return"><dt>Returns</dt><dd>resultant vector </dd></dl>
|
||||
<div class="fragment"><div class="line"><a name="l00166"></a><span class="lineno"> 166</span>  {</div>
|
||||
<div class="line"><a name="l00167"></a><span class="lineno"> 167</span>  <span class="keywordflow">return</span> (1.f / scalar) * A;</div>
|
||||
<div class="line"><a name="l00168"></a><span class="lineno"> 168</span> }</div>
|
||||
<div class="fragment"><div class="line"><a name="l00168"></a><span class="lineno"> 168</span>  {</div>
|
||||
<div class="line"><a name="l00169"></a><span class="lineno"> 169</span>  <span class="keywordflow">return</span> (1.f / scalar) * A;</div>
|
||||
<div class="line"><a name="l00170"></a><span class="lineno"> 170</span> }</div>
|
||||
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|
||||
</div>
|
||||
</div>
|
||||
@@ -843,19 +849,19 @@ template<typename T > </div>
|
||||
</table>
|
||||
</div><div class="memdoc">
|
||||
<p>operator to print a matrix </p>
|
||||
<div class="fragment"><div class="line"><a name="l00021"></a><span class="lineno"> 21</span>  {</div>
|
||||
<div class="line"><a name="l00022"></a><span class="lineno"> 22</span>  <span class="keyword">const</span> <span class="keywordtype">int</span> width = 10;</div>
|
||||
<div class="line"><a name="l00023"></a><span class="lineno"> 23</span>  <span class="keyword">const</span> <span class="keywordtype">char</span> separator = <span class="charliteral">' '</span>;</div>
|
||||
<div class="line"><a name="l00024"></a><span class="lineno"> 24</span>  </div>
|
||||
<div class="line"><a name="l00025"></a><span class="lineno"> 25</span>  <span class="keywordflow">for</span> (<span class="keywordtype">size_t</span> row = 0; row < v.size(); row++) {</div>
|
||||
<div class="line"><a name="l00026"></a><span class="lineno"> 26</span>  <span class="keywordflow">for</span> (<span class="keywordtype">size_t</span> col = 0; col < v[row].size(); col++)</div>
|
||||
<div class="line"><a name="l00027"></a><span class="lineno"> 27</span>  out << <a class="codeRef" target="_blank" href="http://en.cppreference.com/w/cpp/io/manip/left.html">std::left</a> << <a class="codeRef" target="_blank" href="http://en.cppreference.com/w/cpp/io/manip/setw.html">std::setw</a>(width) << <a class="codeRef" target="_blank" href="http://en.cppreference.com/w/cpp/io/manip/setfill.html">std::setfill</a>(separator)</div>
|
||||
<div class="line"><a name="l00028"></a><span class="lineno"> 28</span>  << v[row][col];</div>
|
||||
<div class="line"><a name="l00029"></a><span class="lineno"> 29</span>  out << <a class="codeRef" target="_blank" href="http://en.cppreference.com/w/cpp/io/manip/endl.html">std::endl</a>;</div>
|
||||
<div class="line"><a name="l00030"></a><span class="lineno"> 30</span>  }</div>
|
||||
<div class="line"><a name="l00031"></a><span class="lineno"> 31</span>  </div>
|
||||
<div class="line"><a name="l00032"></a><span class="lineno"> 32</span>  <span class="keywordflow">return</span> out;</div>
|
||||
<div class="line"><a name="l00033"></a><span class="lineno"> 33</span> }</div>
|
||||
<div class="fragment"><div class="line"><a name="l00023"></a><span class="lineno"> 23</span>  {</div>
|
||||
<div class="line"><a name="l00024"></a><span class="lineno"> 24</span>  <span class="keyword">const</span> <span class="keywordtype">int</span> width = 10;</div>
|
||||
<div class="line"><a name="l00025"></a><span class="lineno"> 25</span>  <span class="keyword">const</span> <span class="keywordtype">char</span> separator = <span class="charliteral">' '</span>;</div>
|
||||
<div class="line"><a name="l00026"></a><span class="lineno"> 26</span>  </div>
|
||||
<div class="line"><a name="l00027"></a><span class="lineno"> 27</span>  <span class="keywordflow">for</span> (<span class="keywordtype">size_t</span> row = 0; row < v.size(); row++) {</div>
|
||||
<div class="line"><a name="l00028"></a><span class="lineno"> 28</span>  <span class="keywordflow">for</span> (<span class="keywordtype">size_t</span> col = 0; col < v[row].size(); col++)</div>
|
||||
<div class="line"><a name="l00029"></a><span class="lineno"> 29</span>  out << <a class="codeRef" target="_blank" href="http://en.cppreference.com/w/cpp/io/manip/left.html">std::left</a> << <a class="codeRef" target="_blank" href="http://en.cppreference.com/w/cpp/io/manip/setw.html">std::setw</a>(width) << <a class="codeRef" target="_blank" href="http://en.cppreference.com/w/cpp/io/manip/setfill.html">std::setfill</a>(separator)</div>
|
||||
<div class="line"><a name="l00030"></a><span class="lineno"> 30</span>  << v[row][col];</div>
|
||||
<div class="line"><a name="l00031"></a><span class="lineno"> 31</span>  out << <a class="codeRef" target="_blank" href="http://en.cppreference.com/w/cpp/io/manip/endl.html">std::endl</a>;</div>
|
||||
<div class="line"><a name="l00032"></a><span class="lineno"> 32</span>  }</div>
|
||||
<div class="line"><a name="l00033"></a><span class="lineno"> 33</span>  </div>
|
||||
<div class="line"><a name="l00034"></a><span class="lineno"> 34</span>  <span class="keywordflow">return</span> out;</div>
|
||||
<div class="line"><a name="l00035"></a><span class="lineno"> 35</span> }</div>
|
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||||
@@ -893,16 +899,16 @@ template<typename T > </div>
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||||
</table>
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</div><div class="memdoc">
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||||
<p>operator to print a vector </p>
|
||||
<div class="fragment"><div class="line"><a name="l00039"></a><span class="lineno"> 39</span>  {</div>
|
||||
<div class="line"><a name="l00040"></a><span class="lineno"> 40</span>  <span class="keyword">const</span> <span class="keywordtype">int</span> width = 15;</div>
|
||||
<div class="line"><a name="l00041"></a><span class="lineno"> 41</span>  <span class="keyword">const</span> <span class="keywordtype">char</span> separator = <span class="charliteral">' '</span>;</div>
|
||||
<div class="line"><a name="l00042"></a><span class="lineno"> 42</span>  </div>
|
||||
<div class="line"><a name="l00043"></a><span class="lineno"> 43</span>  <span class="keywordflow">for</span> (<span class="keywordtype">size_t</span> row = 0; row < v.size(); row++)</div>
|
||||
<div class="line"><a name="l00044"></a><span class="lineno"> 44</span>  out << <a class="codeRef" target="_blank" href="http://en.cppreference.com/w/cpp/io/manip/left.html">std::left</a> << <a class="codeRef" target="_blank" href="http://en.cppreference.com/w/cpp/io/manip/setw.html">std::setw</a>(width) << <a class="codeRef" target="_blank" href="http://en.cppreference.com/w/cpp/io/manip/setfill.html">std::setfill</a>(separator)</div>
|
||||
<div class="line"><a name="l00045"></a><span class="lineno"> 45</span>  << v[row];</div>
|
||||
<div class="line"><a name="l00046"></a><span class="lineno"> 46</span>  </div>
|
||||
<div class="line"><a name="l00047"></a><span class="lineno"> 47</span>  <span class="keywordflow">return</span> out;</div>
|
||||
<div class="line"><a name="l00048"></a><span class="lineno"> 48</span> }</div>
|
||||
<div class="fragment"><div class="line"><a name="l00041"></a><span class="lineno"> 41</span>  {</div>
|
||||
<div class="line"><a name="l00042"></a><span class="lineno"> 42</span>  <span class="keyword">const</span> <span class="keywordtype">int</span> width = 15;</div>
|
||||
<div class="line"><a name="l00043"></a><span class="lineno"> 43</span>  <span class="keyword">const</span> <span class="keywordtype">char</span> separator = <span class="charliteral">' '</span>;</div>
|
||||
<div class="line"><a name="l00044"></a><span class="lineno"> 44</span>  </div>
|
||||
<div class="line"><a name="l00045"></a><span class="lineno"> 45</span>  <span class="keywordflow">for</span> (<span class="keywordtype">size_t</span> row = 0; row < v.size(); row++)</div>
|
||||
<div class="line"><a name="l00046"></a><span class="lineno"> 46</span>  out << <a class="codeRef" target="_blank" href="http://en.cppreference.com/w/cpp/io/manip/left.html">std::left</a> << <a class="codeRef" target="_blank" href="http://en.cppreference.com/w/cpp/io/manip/setw.html">std::setw</a>(width) << <a class="codeRef" target="_blank" href="http://en.cppreference.com/w/cpp/io/manip/setfill.html">std::setfill</a>(separator)</div>
|
||||
<div class="line"><a name="l00047"></a><span class="lineno"> 47</span>  << v[row];</div>
|
||||
<div class="line"><a name="l00048"></a><span class="lineno"> 48</span>  </div>
|
||||
<div class="line"><a name="l00049"></a><span class="lineno"> 49</span>  <span class="keywordflow">return</span> out;</div>
|
||||
<div class="line"><a name="l00050"></a><span class="lineno"> 50</span> }</div>
|
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<div class="dyncontent">
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@@ -950,19 +956,91 @@ template<typename T > </div>
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||||
</dd>
|
||||
</dl>
|
||||
<dl class="section return"><dt>Returns</dt><dd>vector with regression values for each sample </dd></dl>
|
||||
<div class="fragment"><div class="line"><a name="l00342"></a><span class="lineno"> 342</span>  {</div>
|
||||
<div class="line"><a name="l00343"></a><span class="lineno"> 343</span>  <a class="codeRef" target="_blank" href="http://en.cppreference.com/w/cpp/container/vector.html">std::vector<float></a> result(X.<a class="codeRef" target="_blank" href="http://en.cppreference.com/w/cpp/container/vector/size.html">size</a>());</div>
|
||||
<div class="line"><a name="l00344"></a><span class="lineno"> 344</span>  </div>
|
||||
<div class="line"><a name="l00345"></a><span class="lineno"> 345</span>  <span class="keywordflow">for</span> (<span class="keywordtype">size_t</span> rows = 0; rows < X.<a class="codeRef" target="_blank" href="http://en.cppreference.com/w/cpp/container/vector/size.html">size</a>(); rows++) {</div>
|
||||
<div class="line"><a name="l00346"></a><span class="lineno"> 346</span>  <span class="comment">// -> start with constant term</span></div>
|
||||
<div class="line"><a name="l00347"></a><span class="lineno"> 347</span>  result[rows] = beta[X[0].<a class="codeRef" target="_blank" href="http://en.cppreference.com/w/cpp/container/vector/size.html">size</a>()];</div>
|
||||
<div class="line"><a name="l00348"></a><span class="lineno"> 348</span>  <span class="keywordflow">for</span> (<span class="keywordtype">size_t</span> cols = 0; cols < X[0].size(); cols++)</div>
|
||||
<div class="line"><a name="l00349"></a><span class="lineno"> 349</span>  result[rows] += beta[cols] * X[rows][cols];</div>
|
||||
<div class="line"><a name="l00350"></a><span class="lineno"> 350</span>  }</div>
|
||||
<div class="line"><a name="l00351"></a><span class="lineno"> 351</span>  <span class="comment">// Nx1</span></div>
|
||||
<div class="line"><a name="l00352"></a><span class="lineno"> 352</span>  <span class="keywordflow">return</span> result;</div>
|
||||
<div class="line"><a name="l00353"></a><span class="lineno"> 353</span> }</div>
|
||||
<div class="fragment"><div class="line"><a name="l00344"></a><span class="lineno"> 344</span>  {</div>
|
||||
<div class="line"><a name="l00345"></a><span class="lineno"> 345</span>  <a class="codeRef" target="_blank" href="http://en.cppreference.com/w/cpp/container/vector.html">std::vector<float></a> result(X.<a class="codeRef" target="_blank" href="http://en.cppreference.com/w/cpp/container/vector/size.html">size</a>());</div>
|
||||
<div class="line"><a name="l00346"></a><span class="lineno"> 346</span>  </div>
|
||||
<div class="line"><a name="l00347"></a><span class="lineno"> 347</span>  <span class="keywordflow">for</span> (<span class="keywordtype">size_t</span> rows = 0; rows < X.<a class="codeRef" target="_blank" href="http://en.cppreference.com/w/cpp/container/vector/size.html">size</a>(); rows++) {</div>
|
||||
<div class="line"><a name="l00348"></a><span class="lineno"> 348</span>  <span class="comment">// -> start with constant term</span></div>
|
||||
<div class="line"><a name="l00349"></a><span class="lineno"> 349</span>  result[rows] = beta[X[0].<a class="codeRef" target="_blank" href="http://en.cppreference.com/w/cpp/container/vector/size.html">size</a>()];</div>
|
||||
<div class="line"><a name="l00350"></a><span class="lineno"> 350</span>  <span class="keywordflow">for</span> (<span class="keywordtype">size_t</span> cols = 0; cols < X[0].size(); cols++)</div>
|
||||
<div class="line"><a name="l00351"></a><span class="lineno"> 351</span>  result[rows] += beta[cols] * X[rows][cols];</div>
|
||||
<div class="line"><a name="l00352"></a><span class="lineno"> 352</span>  }</div>
|
||||
<div class="line"><a name="l00353"></a><span class="lineno"> 353</span>  <span class="comment">// Nx1</span></div>
|
||||
<div class="line"><a name="l00354"></a><span class="lineno"> 354</span>  <span class="keywordflow">return</span> result;</div>
|
||||
<div class="line"><a name="l00355"></a><span class="lineno"> 355</span> }</div>
|
||||
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|
||||
</div>
|
||||
</div>
|
||||
<a id="ae1a3968e7947464bee7714f6d43b7002"></a>
|
||||
<h2 class="memtitle"><span class="permalink"><a href="#ae1a3968e7947464bee7714f6d43b7002">◆ </a></span>test()</h2>
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<div class="memitem">
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<div class="memproto">
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<table class="memname">
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<tr>
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<td class="memname">void test </td>
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<td>(</td>
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<td class="paramname"></td><td>)</td>
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<td></td>
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</div><div class="memdoc">
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<p>Self test checks </p>
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<div class="fragment"><div class="line"><a name="l00358"></a><span class="lineno"> 358</span>  {</div>
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<div class="line"><a name="l00359"></a><span class="lineno"> 359</span>  <span class="keywordtype">int</span> F = 3, N = 5;</div>
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<div class="line"><a name="l00360"></a><span class="lineno"> 360</span>  </div>
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<div class="line"><a name="l00361"></a><span class="lineno"> 361</span>  <span class="comment">/* test function = x^2 -5 */</span></div>
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<div class="line"><a name="l00362"></a><span class="lineno"> 362</span>  <a class="codeRef" target="_blank" href="http://en.cppreference.com/w/cpp/io/basic_ostream.html">std::cout</a> << <span class="stringliteral">"Test 1 (quadratic function)...."</span>;</div>
|
||||
<div class="line"><a name="l00363"></a><span class="lineno"> 363</span>  <span class="comment">// create training data set with features = x, x^2, x^3</span></div>
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||||
<div class="line"><a name="l00364"></a><span class="lineno"> 364</span>  <a class="codeRef" target="_blank" href="http://en.cppreference.com/w/cpp/container/vector.html">std::vector<std::vector<float></a>> data1(</div>
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<div class="line"><a name="l00365"></a><span class="lineno"> 365</span>  {{-5, 25, -125}, {-1, 1, -1}, {0, 0, 0}, {1, 1, 1}, {6, 36, 216}});</div>
|
||||
<div class="line"><a name="l00366"></a><span class="lineno"> 366</span>  <span class="comment">// create corresponding outputs</span></div>
|
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<div class="line"><a name="l00367"></a><span class="lineno"> 367</span>  <a class="codeRef" target="_blank" href="http://en.cppreference.com/w/cpp/container/vector.html">std::vector<float></a> Y1({20, -4, -5, -4, 31});</div>
|
||||
<div class="line"><a name="l00368"></a><span class="lineno"> 368</span>  <span class="comment">// perform regression modelling</span></div>
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<div class="line"><a name="l00369"></a><span class="lineno"> 369</span>  <a class="codeRef" target="_blank" href="http://en.cppreference.com/w/cpp/container/vector.html">std::vector<float></a> beta1 = <a class="code" href="../../dc/d38/ordinary__least__squares__regressor_8cpp.html#a38ff1d954e9b7de93eb20e2dd101a045">fit_OLS_regressor</a>(data1, Y1);</div>
|
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<div class="line"><a name="l00370"></a><span class="lineno"> 370</span>  <span class="comment">// create test data set with same features = x, x^2, x^3</span></div>
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||||
<div class="line"><a name="l00371"></a><span class="lineno"> 371</span>  <a class="codeRef" target="_blank" href="http://en.cppreference.com/w/cpp/container/vector.html">std::vector<std::vector<float></a>> <a class="code" href="../../d5/db0/adaline__learning_8cpp.html#a52053d88ea1bcbbed9aca67ab4eeb499">test1</a>(</div>
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||||
<div class="line"><a name="l00372"></a><span class="lineno"> 372</span>  {{-2, 4, -8}, {2, 4, 8}, {-10, 100, -1000}, {10, 100, 1000}});</div>
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<div class="line"><a name="l00373"></a><span class="lineno"> 373</span>  <span class="comment">// expected regression outputs</span></div>
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||||
<div class="line"><a name="l00374"></a><span class="lineno"> 374</span>  <a class="codeRef" target="_blank" href="http://en.cppreference.com/w/cpp/container/vector.html">std::vector<float></a> expected1({-1, -1, 95, 95});</div>
|
||||
<div class="line"><a name="l00375"></a><span class="lineno"> 375</span>  <span class="comment">// predicted regression outputs</span></div>
|
||||
<div class="line"><a name="l00376"></a><span class="lineno"> 376</span>  <a class="codeRef" target="_blank" href="http://en.cppreference.com/w/cpp/container/vector.html">std::vector<float></a> out1 = <a class="code" href="../../dc/d38/ordinary__least__squares__regressor_8cpp.html#a4bcaaf41c66da4d3a471dacef133def7">predict_OLS_regressor</a>(<a class="code" href="../../d5/db0/adaline__learning_8cpp.html#a52053d88ea1bcbbed9aca67ab4eeb499">test1</a>, beta1);</div>
|
||||
<div class="line"><a name="l00377"></a><span class="lineno"> 377</span>  <span class="comment">// compare predicted results are within +-0.01 limit of expected</span></div>
|
||||
<div class="line"><a name="l00378"></a><span class="lineno"> 378</span>  <span class="keywordflow">for</span> (<span class="keywordtype">size_t</span> rows = 0; rows < out1.<a class="codeRef" target="_blank" href="http://en.cppreference.com/w/cpp/container/vector/size.html">size</a>(); rows++)</div>
|
||||
<div class="line"><a name="l00379"></a><span class="lineno"> 379</span>  assert(std::abs(out1[rows] - expected1[rows]) < 0.01);</div>
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||||
<div class="line"><a name="l00380"></a><span class="lineno"> 380</span>  <a class="codeRef" target="_blank" href="http://en.cppreference.com/w/cpp/io/basic_ostream.html">std::cout</a> << <span class="stringliteral">"passed\n"</span>;</div>
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||||
<div class="line"><a name="l00381"></a><span class="lineno"> 381</span>  </div>
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<div class="line"><a name="l00382"></a><span class="lineno"> 382</span>  <span class="comment">/* test function = x^3 + x^2 - 100 */</span></div>
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||||
<div class="line"><a name="l00383"></a><span class="lineno"> 383</span>  <a class="codeRef" target="_blank" href="http://en.cppreference.com/w/cpp/io/basic_ostream.html">std::cout</a> << <span class="stringliteral">"Test 2 (cubic function)...."</span>;</div>
|
||||
<div class="line"><a name="l00384"></a><span class="lineno"> 384</span>  <span class="comment">// create training data set with features = x, x^2, x^3</span></div>
|
||||
<div class="line"><a name="l00385"></a><span class="lineno"> 385</span>  <a class="codeRef" target="_blank" href="http://en.cppreference.com/w/cpp/container/vector.html">std::vector<std::vector<float></a>> data2(</div>
|
||||
<div class="line"><a name="l00386"></a><span class="lineno"> 386</span>  {{-5, 25, -125}, {-1, 1, -1}, {0, 0, 0}, {1, 1, 1}, {6, 36, 216}});</div>
|
||||
<div class="line"><a name="l00387"></a><span class="lineno"> 387</span>  <span class="comment">// create corresponding outputs</span></div>
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||||
<div class="line"><a name="l00388"></a><span class="lineno"> 388</span>  <a class="codeRef" target="_blank" href="http://en.cppreference.com/w/cpp/container/vector.html">std::vector<float></a> Y2({-200, -100, -100, 98, 152});</div>
|
||||
<div class="line"><a name="l00389"></a><span class="lineno"> 389</span>  <span class="comment">// perform regression modelling</span></div>
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||||
<div class="line"><a name="l00390"></a><span class="lineno"> 390</span>  <a class="codeRef" target="_blank" href="http://en.cppreference.com/w/cpp/container/vector.html">std::vector<float></a> beta2 = <a class="code" href="../../dc/d38/ordinary__least__squares__regressor_8cpp.html#a38ff1d954e9b7de93eb20e2dd101a045">fit_OLS_regressor</a>(data2, Y2);</div>
|
||||
<div class="line"><a name="l00391"></a><span class="lineno"> 391</span>  <span class="comment">// create test data set with same features = x, x^2, x^3</span></div>
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||||
<div class="line"><a name="l00392"></a><span class="lineno"> 392</span>  <a class="codeRef" target="_blank" href="http://en.cppreference.com/w/cpp/container/vector.html">std::vector<std::vector<float></a>> <a class="code" href="../../d5/db0/adaline__learning_8cpp.html#a379f7488a305f2571f2932b319931f82">test2</a>(</div>
|
||||
<div class="line"><a name="l00393"></a><span class="lineno"> 393</span>  {{-2, 4, -8}, {2, 4, 8}, {-10, 100, -1000}, {10, 100, 1000}});</div>
|
||||
<div class="line"><a name="l00394"></a><span class="lineno"> 394</span>  <span class="comment">// expected regression outputs</span></div>
|
||||
<div class="line"><a name="l00395"></a><span class="lineno"> 395</span>  <a class="codeRef" target="_blank" href="http://en.cppreference.com/w/cpp/container/vector.html">std::vector<float></a> expected2({-104, -88, -1000, 1000});</div>
|
||||
<div class="line"><a name="l00396"></a><span class="lineno"> 396</span>  <span class="comment">// predicted regression outputs</span></div>
|
||||
<div class="line"><a name="l00397"></a><span class="lineno"> 397</span>  <a class="codeRef" target="_blank" href="http://en.cppreference.com/w/cpp/container/vector.html">std::vector<float></a> out2 = <a class="code" href="../../dc/d38/ordinary__least__squares__regressor_8cpp.html#a4bcaaf41c66da4d3a471dacef133def7">predict_OLS_regressor</a>(<a class="code" href="../../d5/db0/adaline__learning_8cpp.html#a379f7488a305f2571f2932b319931f82">test2</a>, beta2);</div>
|
||||
<div class="line"><a name="l00398"></a><span class="lineno"> 398</span>  <span class="comment">// compare predicted results are within +-0.01 limit of expected</span></div>
|
||||
<div class="line"><a name="l00399"></a><span class="lineno"> 399</span>  <span class="keywordflow">for</span> (<span class="keywordtype">size_t</span> rows = 0; rows < out2.<a class="codeRef" target="_blank" href="http://en.cppreference.com/w/cpp/container/vector/size.html">size</a>(); rows++)</div>
|
||||
<div class="line"><a name="l00400"></a><span class="lineno"> 400</span>  assert(std::abs(out2[rows] - expected2[rows]) < 0.01);</div>
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||||
<div class="line"><a name="l00401"></a><span class="lineno"> 401</span>  <a class="codeRef" target="_blank" href="http://en.cppreference.com/w/cpp/io/basic_ostream.html">std::cout</a> << <span class="stringliteral">"passed\n"</span>;</div>
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<div class="line"><a name="l00402"></a><span class="lineno"> 402</span>  </div>
|
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<div class="line"><a name="l00403"></a><span class="lineno"> 403</span>  <a class="codeRef" target="_blank" href="http://en.cppreference.com/w/cpp/io/basic_ostream.html">std::cout</a> << <a class="codeRef" target="_blank" href="http://en.cppreference.com/w/cpp/io/manip/endl.html">std::endl</a>; <span class="comment">// ensure test results are displayed on screen</span></div>
|
||||
<div class="line"><a name="l00404"></a><span class="lineno"> 404</span>  <span class="comment">// (flush stdout)</span></div>
|
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<div class="line"><a name="l00405"></a><span class="lineno"> 405</span> }</div>
|
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</div><!-- fragment --><div class="dynheader">
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Here is the call graph for this function:</div>
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<div class="dyncontent">
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<div class="center"><div class="zoom"><iframe scrolling="no" frameborder="0" src="../../dc/d38/ordinary__least__squares__regressor_8cpp_ae1a3968e7947464bee7714f6d43b7002_cgraph.svg" width="100%" height="600"><p><b>This browser is not able to show SVG: try Firefox, Chrome, Safari, or Opera instead.</b></p></iframe></div>
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</div><!-- contents -->
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@@ -970,17 +1048,20 @@ template<typename T > </div>
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<div class="ttc" id="avector_html"><div class="ttname"><a href="http://en.cppreference.com/w/cpp/container/vector.html">std::vector</a></div><div class="ttdoc">STL class.</div></div>
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<div class="ttc" id="asize_html"><div class="ttname"><a href="http://en.cppreference.com/w/cpp/container/vector/size.html">std::vector::size</a></div><div class="ttdeci">T size(T... args)</div></div>
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<div class="ttc" id="asetfill_html"><div class="ttname"><a href="http://en.cppreference.com/w/cpp/io/manip/setfill.html">std::setfill</a></div><div class="ttdeci">T setfill(T... args)</div></div>
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||||
<div class="ttc" id="aordinary__least__squares__regressor_8cpp_html_a4921874435266592b222e3f2eda0e01f"><div class="ttname"><a href="../../dc/d38/ordinary__least__squares__regressor_8cpp.html#a4921874435266592b222e3f2eda0e01f">is_square</a></div><div class="ttdeci">bool is_square(std::vector< std::vector< T >> const &A)</div><div class="ttdef"><b>Definition:</b> ordinary_least_squares_regressor.cpp:55</div></div>
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||||
<div class="ttc" id="aordinary__least__squares__regressor_8cpp_html_a4921874435266592b222e3f2eda0e01f"><div class="ttname"><a href="../../dc/d38/ordinary__least__squares__regressor_8cpp.html#a4921874435266592b222e3f2eda0e01f">is_square</a></div><div class="ttdeci">bool is_square(std::vector< std::vector< T >> const &A)</div><div class="ttdef"><b>Definition:</b> ordinary_least_squares_regressor.cpp:57</div></div>
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<div class="ttc" id="aordinary__least__squares__regressor_8cpp_html_ae1a3968e7947464bee7714f6d43b7002"><div class="ttname"><a href="../../dc/d38/ordinary__least__squares__regressor_8cpp.html#ae1a3968e7947464bee7714f6d43b7002">test</a></div><div class="ttdeci">void test()</div><div class="ttdef"><b>Definition:</b> ordinary_least_squares_regressor.cpp:358</div></div>
|
||||
<div class="ttc" id="aadaline__learning_8cpp_html_a52053d88ea1bcbbed9aca67ab4eeb499"><div class="ttname"><a href="../../d5/db0/adaline__learning_8cpp.html#a52053d88ea1bcbbed9aca67ab4eeb499">test1</a></div><div class="ttdeci">void test1(double eta=0.01)</div><div class="ttdef"><b>Definition:</b> adaline_learning.cpp:204</div></div>
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<div class="ttc" id="abasic_ostream_html"><div class="ttname"><a href="http://en.cppreference.com/w/cpp/io/basic_ostream.html">std::cerr</a></div></div>
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<div class="ttc" id="aordinary__least__squares__regressor_8cpp_html_a4bcaaf41c66da4d3a471dacef133def7"><div class="ttname"><a href="../../dc/d38/ordinary__least__squares__regressor_8cpp.html#a4bcaaf41c66da4d3a471dacef133def7">predict_OLS_regressor</a></div><div class="ttdeci">std::vector< float > predict_OLS_regressor(std::vector< std::vector< T >> const &X, std::vector< float > const &beta)</div><div class="ttdef"><b>Definition:</b> ordinary_least_squares_regressor.cpp:342</div></div>
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<div class="ttc" id="ahash__search_8cpp_html_a6e1a77282bc65ad359d753d25df23243"><div class="ttname"><a href="../../d1/df3/hash__search_8cpp.html#a6e1a77282bc65ad359d753d25df23243">data</a></div><div class="ttdeci">int data[MAX]</div><div class="ttdoc">test data</div><div class="ttdef"><b>Definition:</b> hash_search.cpp:24</div></div>
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<div class="ttc" id="aordinary__least__squares__regressor_8cpp_html_a38ff1d954e9b7de93eb20e2dd101a045"><div class="ttname"><a href="../../dc/d38/ordinary__least__squares__regressor_8cpp.html#a38ff1d954e9b7de93eb20e2dd101a045">fit_OLS_regressor</a></div><div class="ttdeci">std::vector< float > fit_OLS_regressor(std::vector< std::vector< T >> const &X, std::vector< T > const &Y)</div><div class="ttdef"><b>Definition:</b> ordinary_least_squares_regressor.cpp:310</div></div>
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<div class="ttc" id="aordinary__least__squares__regressor_8cpp_html_a38ff1d954e9b7de93eb20e2dd101a045"><div class="ttname"><a href="../../dc/d38/ordinary__least__squares__regressor_8cpp.html#a38ff1d954e9b7de93eb20e2dd101a045">fit_OLS_regressor</a></div><div class="ttdeci">std::vector< float > fit_OLS_regressor(std::vector< std::vector< T >> const &X, std::vector< T > const &Y)</div><div class="ttdef"><b>Definition:</b> ordinary_least_squares_regressor.cpp:312</div></div>
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<div class="ttc" id="aendl_html"><div class="ttname"><a href="http://en.cppreference.com/w/cpp/io/manip/endl.html">std::endl</a></div><div class="ttdeci">T endl(T... args)</div></div>
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<div class="ttc" id="aordinary__least__squares__regressor_8cpp_html_a98ab8f75d981088369b89b8be2182483"><div class="ttname"><a href="../../dc/d38/ordinary__least__squares__regressor_8cpp.html#a98ab8f75d981088369b89b8be2182483">get_inverse</a></div><div class="ttdeci">std::vector< std::vector< float > > get_inverse(std::vector< std::vector< T >> const &A)</div><div class="ttdef"><b>Definition:</b> ordinary_least_squares_regressor.cpp:218</div></div>
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<div class="ttc" id="aleft_html"><div class="ttname"><a href="http://en.cppreference.com/w/cpp/io/manip/left.html">std::left</a></div><div class="ttdeci">T left(T... args)</div></div>
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After Width: | Height: | Size: 20 KiB |
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