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@@ -155,8 +155,8 @@ Functions</h2></td></tr>
<tr class="memitem:a4bcaaf41c66da4d3a471dacef133def7"><td class="memTemplParams" colspan="2">template&lt;typename T &gt; </td></tr>
<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>&lt; float &gt;&#160;</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>&lt; <a class="elRef" target="_blank" href="http://en.cppreference.com/w/cpp/container/vector.html">std::vector</a>&lt; T &gt;&gt; const &amp;X, <a class="elRef" target="_blank" href="http://en.cppreference.com/w/cpp/container/vector.html">std::vector</a>&lt; float &gt; const &amp;beta)</td></tr>
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<tr class="memitem:ae1a3968e7947464bee7714f6d43b7002"><td class="memItemLeft" align="right" valign="top">void&#160;</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="memitem:a4261f3c3c3dfdb86f3004eb8aaffea8d"><td class="memItemLeft" align="right" valign="top">void&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="../../dc/d38/ordinary__least__squares__regressor_8cpp.html#a4261f3c3c3dfdb86f3004eb8aaffea8d">ols_test</a> ()</td></tr>
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<tr class="memitem:ae66f6b31b5ad750f1fe042a706a4e3d4"><td class="memItemLeft" align="right" valign="top">int&#160;</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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@@ -406,7 +406,7 @@ template&lt;typename T &gt; </div>
</div><div class="memdoc">
<p>main function </p>
<div class="fragment"><div class="line"><a name="l00410"></a><span class="lineno"> 410</span>&#160; {</div>
<div class="line"><a name="l00411"></a><span class="lineno"> 411</span>&#160; <a class="code" href="../../dc/d38/ordinary__least__squares__regressor_8cpp.html#ae1a3968e7947464bee7714f6d43b7002">test</a>();</div>
<div class="line"><a name="l00411"></a><span class="lineno"> 411</span>&#160; <a class="code" href="../../dc/d38/ordinary__least__squares__regressor_8cpp.html#a4261f3c3c3dfdb86f3004eb8aaffea8d">ols_test</a>();</div>
<div class="line"><a name="l00412"></a><span class="lineno"> 412</span>&#160; </div>
<div class="line"><a name="l00413"></a><span class="lineno"> 413</span>&#160; <span class="keywordtype">size_t</span> N, F;</div>
<div class="line"><a name="l00414"></a><span class="lineno"> 414</span>&#160; </div>
@@ -460,7 +460,79 @@ template&lt;typename T &gt; </div>
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<h2 class="memtitle"><span class="permalink"><a href="#a4261f3c3c3dfdb86f3004eb8aaffea8d">&#9670;&nbsp;</a></span>ols_test()</h2>
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<td class="memname">void ols_test </td>
<td>(</td>
<td class="paramname"></td><td>)</td>
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</div><div class="memdoc">
<p>Self test checks </p>
<div class="fragment"><div class="line"><a name="l00358"></a><span class="lineno"> 358</span>&#160; {</div>
<div class="line"><a name="l00359"></a><span class="lineno"> 359</span>&#160; <span class="keywordtype">int</span> F = 3, N = 5;</div>
<div class="line"><a name="l00360"></a><span class="lineno"> 360</span>&#160; </div>
<div class="line"><a name="l00361"></a><span class="lineno"> 361</span>&#160; <span class="comment">/* test function = x^2 -5 */</span></div>
<div class="line"><a name="l00362"></a><span class="lineno"> 362</span>&#160; <a class="codeRef" target="_blank" href="http://en.cppreference.com/w/cpp/io/basic_ostream.html">std::cout</a> &lt;&lt; <span class="stringliteral">&quot;Test 1 (quadratic function)....&quot;</span>;</div>
<div class="line"><a name="l00363"></a><span class="lineno"> 363</span>&#160; <span class="comment">// create training data set with features = x, x^2, x^3</span></div>
<div class="line"><a name="l00364"></a><span class="lineno"> 364</span>&#160; <a class="codeRef" target="_blank" href="http://en.cppreference.com/w/cpp/container/vector.html">std::vector&lt;std::vector&lt;float&gt;</a>&gt; data1(</div>
<div class="line"><a name="l00365"></a><span class="lineno"> 365</span>&#160; {{-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>&#160; <span class="comment">// create corresponding outputs</span></div>
<div class="line"><a name="l00367"></a><span class="lineno"> 367</span>&#160; <a class="codeRef" target="_blank" href="http://en.cppreference.com/w/cpp/container/vector.html">std::vector&lt;float&gt;</a> Y1({20, -4, -5, -4, 31});</div>
<div class="line"><a name="l00368"></a><span class="lineno"> 368</span>&#160; <span class="comment">// perform regression modelling</span></div>
<div class="line"><a name="l00369"></a><span class="lineno"> 369</span>&#160; <a class="codeRef" target="_blank" href="http://en.cppreference.com/w/cpp/container/vector.html">std::vector&lt;float&gt;</a> beta1 = <a class="code" href="../../dc/d38/ordinary__least__squares__regressor_8cpp.html#a38ff1d954e9b7de93eb20e2dd101a045">fit_OLS_regressor</a>(data1, Y1);</div>
<div class="line"><a name="l00370"></a><span class="lineno"> 370</span>&#160; <span class="comment">// create test data set with same features = x, x^2, x^3</span></div>
<div class="line"><a name="l00371"></a><span class="lineno"> 371</span>&#160; <a class="codeRef" target="_blank" href="http://en.cppreference.com/w/cpp/container/vector.html">std::vector&lt;std::vector&lt;float&gt;</a>&gt; test_data1(</div>
<div class="line"><a name="l00372"></a><span class="lineno"> 372</span>&#160; {{-2, 4, -8}, {2, 4, 8}, {-10, 100, -1000}, {10, 100, 1000}});</div>
<div class="line"><a name="l00373"></a><span class="lineno"> 373</span>&#160; <span class="comment">// expected regression outputs</span></div>
<div class="line"><a name="l00374"></a><span class="lineno"> 374</span>&#160; <a class="codeRef" target="_blank" href="http://en.cppreference.com/w/cpp/container/vector.html">std::vector&lt;float&gt;</a> expected1({-1, -1, 95, 95});</div>
<div class="line"><a name="l00375"></a><span class="lineno"> 375</span>&#160; <span class="comment">// predicted regression outputs</span></div>
<div class="line"><a name="l00376"></a><span class="lineno"> 376</span>&#160; <a class="codeRef" target="_blank" href="http://en.cppreference.com/w/cpp/container/vector.html">std::vector&lt;float&gt;</a> out1 = <a class="code" href="../../dc/d38/ordinary__least__squares__regressor_8cpp.html#a4bcaaf41c66da4d3a471dacef133def7">predict_OLS_regressor</a>(test_data1, beta1);</div>
<div class="line"><a name="l00377"></a><span class="lineno"> 377</span>&#160; <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>&#160; <span class="keywordflow">for</span> (<span class="keywordtype">size_t</span> rows = 0; rows &lt; 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>&#160; assert(std::abs(out1[rows] - expected1[rows]) &lt; 0.01);</div>
<div class="line"><a name="l00380"></a><span class="lineno"> 380</span>&#160; <a class="codeRef" target="_blank" href="http://en.cppreference.com/w/cpp/io/basic_ostream.html">std::cout</a> &lt;&lt; <span class="stringliteral">&quot;passed\n&quot;</span>;</div>
<div class="line"><a name="l00381"></a><span class="lineno"> 381</span>&#160; </div>
<div class="line"><a name="l00382"></a><span class="lineno"> 382</span>&#160; <span class="comment">/* test function = x^3 + x^2 - 100 */</span></div>
<div class="line"><a name="l00383"></a><span class="lineno"> 383</span>&#160; <a class="codeRef" target="_blank" href="http://en.cppreference.com/w/cpp/io/basic_ostream.html">std::cout</a> &lt;&lt; <span class="stringliteral">&quot;Test 2 (cubic function)....&quot;</span>;</div>
<div class="line"><a name="l00384"></a><span class="lineno"> 384</span>&#160; <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>&#160; <a class="codeRef" target="_blank" href="http://en.cppreference.com/w/cpp/container/vector.html">std::vector&lt;std::vector&lt;float&gt;</a>&gt; data2(</div>
<div class="line"><a name="l00386"></a><span class="lineno"> 386</span>&#160; {{-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>&#160; <span class="comment">// create corresponding outputs</span></div>
<div class="line"><a name="l00388"></a><span class="lineno"> 388</span>&#160; <a class="codeRef" target="_blank" href="http://en.cppreference.com/w/cpp/container/vector.html">std::vector&lt;float&gt;</a> Y2({-200, -100, -100, 98, 152});</div>
<div class="line"><a name="l00389"></a><span class="lineno"> 389</span>&#160; <span class="comment">// perform regression modelling</span></div>
<div class="line"><a name="l00390"></a><span class="lineno"> 390</span>&#160; <a class="codeRef" target="_blank" href="http://en.cppreference.com/w/cpp/container/vector.html">std::vector&lt;float&gt;</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>&#160; <span class="comment">// create test data set with same features = x, x^2, x^3</span></div>
<div class="line"><a name="l00392"></a><span class="lineno"> 392</span>&#160; <a class="codeRef" target="_blank" href="http://en.cppreference.com/w/cpp/container/vector.html">std::vector&lt;std::vector&lt;float&gt;</a>&gt; test_data2(</div>
<div class="line"><a name="l00393"></a><span class="lineno"> 393</span>&#160; {{-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>&#160; <span class="comment">// expected regression outputs</span></div>
<div class="line"><a name="l00395"></a><span class="lineno"> 395</span>&#160; <a class="codeRef" target="_blank" href="http://en.cppreference.com/w/cpp/container/vector.html">std::vector&lt;float&gt;</a> expected2({-104, -88, -1000, 1000});</div>
<div class="line"><a name="l00396"></a><span class="lineno"> 396</span>&#160; <span class="comment">// predicted regression outputs</span></div>
<div class="line"><a name="l00397"></a><span class="lineno"> 397</span>&#160; <a class="codeRef" target="_blank" href="http://en.cppreference.com/w/cpp/container/vector.html">std::vector&lt;float&gt;</a> out2 = <a class="code" href="../../dc/d38/ordinary__least__squares__regressor_8cpp.html#a4bcaaf41c66da4d3a471dacef133def7">predict_OLS_regressor</a>(test_data2, beta2);</div>
<div class="line"><a name="l00398"></a><span class="lineno"> 398</span>&#160; <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>&#160; <span class="keywordflow">for</span> (<span class="keywordtype">size_t</span> rows = 0; rows &lt; 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>&#160; assert(std::abs(out2[rows] - expected2[rows]) &lt; 0.01);</div>
<div class="line"><a name="l00401"></a><span class="lineno"> 401</span>&#160; <a class="codeRef" target="_blank" href="http://en.cppreference.com/w/cpp/io/basic_ostream.html">std::cout</a> &lt;&lt; <span class="stringliteral">&quot;passed\n&quot;</span>;</div>
<div class="line"><a name="l00402"></a><span class="lineno"> 402</span>&#160; </div>
<div class="line"><a name="l00403"></a><span class="lineno"> 403</span>&#160; <a class="codeRef" target="_blank" href="http://en.cppreference.com/w/cpp/io/basic_ostream.html">std::cout</a> &lt;&lt; <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>&#160; <span class="comment">// (flush stdout)</span></div>
<div class="line"><a name="l00405"></a><span class="lineno"> 405</span>&#160;}</div>
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@@ -969,78 +1041,6 @@ template&lt;typename T &gt; </div>
<div class="line"><a name="l00354"></a><span class="lineno"> 354</span>&#160; <span class="keywordflow">return</span> result;</div>
<div class="line"><a name="l00355"></a><span class="lineno"> 355</span>&#160;}</div>
</div><!-- fragment -->
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<h2 class="memtitle"><span class="permalink"><a href="#ae1a3968e7947464bee7714f6d43b7002">&#9670;&nbsp;</a></span>test()</h2>
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<td class="memname">void test </td>
<td>(</td>
<td class="paramname"></td><td>)</td>
<td></td>
</tr>
</table>
</div><div class="memdoc">
<p>Self test checks </p>
<div class="fragment"><div class="line"><a name="l00358"></a><span class="lineno"> 358</span>&#160; {</div>
<div class="line"><a name="l00359"></a><span class="lineno"> 359</span>&#160; <span class="keywordtype">int</span> F = 3, N = 5;</div>
<div class="line"><a name="l00360"></a><span class="lineno"> 360</span>&#160; </div>
<div class="line"><a name="l00361"></a><span class="lineno"> 361</span>&#160; <span class="comment">/* test function = x^2 -5 */</span></div>
<div class="line"><a name="l00362"></a><span class="lineno"> 362</span>&#160; <a class="codeRef" target="_blank" href="http://en.cppreference.com/w/cpp/io/basic_ostream.html">std::cout</a> &lt;&lt; <span class="stringliteral">&quot;Test 1 (quadratic function)....&quot;</span>;</div>
<div class="line"><a name="l00363"></a><span class="lineno"> 363</span>&#160; <span class="comment">// create training data set with features = x, x^2, x^3</span></div>
<div class="line"><a name="l00364"></a><span class="lineno"> 364</span>&#160; <a class="codeRef" target="_blank" href="http://en.cppreference.com/w/cpp/container/vector.html">std::vector&lt;std::vector&lt;float&gt;</a>&gt; data1(</div>
<div class="line"><a name="l00365"></a><span class="lineno"> 365</span>&#160; {{-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>&#160; <span class="comment">// create corresponding outputs</span></div>
<div class="line"><a name="l00367"></a><span class="lineno"> 367</span>&#160; <a class="codeRef" target="_blank" href="http://en.cppreference.com/w/cpp/container/vector.html">std::vector&lt;float&gt;</a> Y1({20, -4, -5, -4, 31});</div>
<div class="line"><a name="l00368"></a><span class="lineno"> 368</span>&#160; <span class="comment">// perform regression modelling</span></div>
<div class="line"><a name="l00369"></a><span class="lineno"> 369</span>&#160; <a class="codeRef" target="_blank" href="http://en.cppreference.com/w/cpp/container/vector.html">std::vector&lt;float&gt;</a> beta1 = <a class="code" href="../../dc/d38/ordinary__least__squares__regressor_8cpp.html#a38ff1d954e9b7de93eb20e2dd101a045">fit_OLS_regressor</a>(data1, Y1);</div>
<div class="line"><a name="l00370"></a><span class="lineno"> 370</span>&#160; <span class="comment">// create test data set with same features = x, x^2, x^3</span></div>
<div class="line"><a name="l00371"></a><span class="lineno"> 371</span>&#160; <a class="codeRef" target="_blank" href="http://en.cppreference.com/w/cpp/container/vector.html">std::vector&lt;std::vector&lt;float&gt;</a>&gt; <a class="code" href="../../d5/db0/adaline__learning_8cpp.html#a52053d88ea1bcbbed9aca67ab4eeb499">test1</a>(</div>
<div class="line"><a name="l00372"></a><span class="lineno"> 372</span>&#160; {{-2, 4, -8}, {2, 4, 8}, {-10, 100, -1000}, {10, 100, 1000}});</div>
<div class="line"><a name="l00373"></a><span class="lineno"> 373</span>&#160; <span class="comment">// expected regression outputs</span></div>
<div class="line"><a name="l00374"></a><span class="lineno"> 374</span>&#160; <a class="codeRef" target="_blank" href="http://en.cppreference.com/w/cpp/container/vector.html">std::vector&lt;float&gt;</a> expected1({-1, -1, 95, 95});</div>
<div class="line"><a name="l00375"></a><span class="lineno"> 375</span>&#160; <span class="comment">// predicted regression outputs</span></div>
<div class="line"><a name="l00376"></a><span class="lineno"> 376</span>&#160; <a class="codeRef" target="_blank" href="http://en.cppreference.com/w/cpp/container/vector.html">std::vector&lt;float&gt;</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>&#160; <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>&#160; <span class="keywordflow">for</span> (<span class="keywordtype">size_t</span> rows = 0; rows &lt; 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>&#160; assert(std::abs(out1[rows] - expected1[rows]) &lt; 0.01);</div>
<div class="line"><a name="l00380"></a><span class="lineno"> 380</span>&#160; <a class="codeRef" target="_blank" href="http://en.cppreference.com/w/cpp/io/basic_ostream.html">std::cout</a> &lt;&lt; <span class="stringliteral">&quot;passed\n&quot;</span>;</div>
<div class="line"><a name="l00381"></a><span class="lineno"> 381</span>&#160; </div>
<div class="line"><a name="l00382"></a><span class="lineno"> 382</span>&#160; <span class="comment">/* test function = x^3 + x^2 - 100 */</span></div>
<div class="line"><a name="l00383"></a><span class="lineno"> 383</span>&#160; <a class="codeRef" target="_blank" href="http://en.cppreference.com/w/cpp/io/basic_ostream.html">std::cout</a> &lt;&lt; <span class="stringliteral">&quot;Test 2 (cubic function)....&quot;</span>;</div>
<div class="line"><a name="l00384"></a><span class="lineno"> 384</span>&#160; <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>&#160; <a class="codeRef" target="_blank" href="http://en.cppreference.com/w/cpp/container/vector.html">std::vector&lt;std::vector&lt;float&gt;</a>&gt; data2(</div>
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