Merge pull request #82 from jiangzhonglian/master

更新完：SVM的所有测试代码和案例

docs/6.支持向量机.md

@@ -115,3 +115,57 @@ SVM的一般流程
 测试算法：十分简单的计算过程就可以实现。
 使用算法：几乎所有分类问题都可以使用SVM，值得一提的是，SVM本身是一个二类分类器，对多类问题应用SVM需要对代码做一些修改。
 ```
+* 到目前为止，我们已经了解了一些理论知识，现在我们通过`Code`来实现我们的算法吧。
+
+## SMO高效优化算法
+
+> 序列最小优化(Sequential Minimal Optimization, SMO)
+
+* 创建作者：John Platt
+* 创建时间：1996年
+* SMO用途：用于训练SVM
+* SMO目标：求出一系列alpha和b,一旦求出alpha，就很容易计算出权重向量w并得到分隔超平面。
+* SMO思想：是讲大优化问题分解为多个小优化问题来求解的。
+* SMO原理：每次循环选择两个alpha进行优化处理，一旦找出一对合适的alpha，那么就增大一个同时减少一个。
+    * 这里指的合适必须要符合一定的条件
+        * 1.这两个alpha必须要在间隔边界之外
+        * 2.这两个alpha还没有进行过区间化处理或者不在边界上。
+    * 之所以要同时改变2个alpha；原因，我们有一个约束条件：`Σ a[i]*label(i)=0`；如果只是修改一个alpha，很可能导致约束条件失效。
+
+```
+SMO伪代码大致如下：
+
+创建一个alpha向量并将其初始化为0向量
+当迭代次数小于最大迭代次数时(外循环)
+    对数据集中的每个数据向量(内循环)：
+        如果该数据向量可以被优化
+            随机选择另外一个数据向量
+            同时优化这两个向量
+            如果两个向量都不能被优化，退出内循环
+    如果所有向量都没被优化，增加迭代数目，继续下一次循环
+```
+
+> SVM简化版：应用简化版SMO算法处理小规模数据集
+
+代码可参考 svm-simple.py
+
+> SVM完整版：使用完整 Platt SMO算法加速优化
+
+代码可参考 svm-complete_Non-Kernel.py
+* 优化点：选择alpha的方式不同。
+
+## 在复杂数据上应用核函数
+
+* 对于线性可分的情况，效果明显
+* 对于非线性的情况也一样，此时需要用到一种叫`核函数(kernel)`的工具将数据转化为分类器易于理解的形式。
+
+> 利用核函数将数据映射到高维空间
+
+* 使用核函数：可以将数据从某个特征空间到另一个特征空间的映射。（通常情况下：这种映射会将低维特征空间映射到高维空间。）
+* 如果觉得特征空间很装逼、很难理解。
+* 可以把核函数想象成一个包装器(wrapper)或者是接口(interface)，它能将数据从某个很难处理的形式转换成为另一个较容易处理的形式。
+* 经过空间转换后：低维需要解决的非线性问题，就变成了高维需要解决的线性问题。
+* SVM优化特别好的地方，在于所有的运算都可以写成内积(inner product: 是指2个向量相乘，得到单个标量 或者 数值)；内核替换成核函数的方式被称为`核技巧(kernel trick)`或者`核"变电"(kernel substation)`
+* 核函数并不仅仅应用于支持向量机，很多其他的机器学习算法也都用到核函数。最流行的核函数：径向基函数(radial basis function)
+* 径向基函数的高斯版本，其具体的公式为：
+* ![径向基函数的高斯版本](/images/6.SVM/SVM_6_radial-basis-function.jpg)

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input/6.SVM/testDigits/1_29.txt

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input/6.SVM/testDigits/1_3.txt

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input/6.SVM/testDigits/1_30.txt

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input/6.SVM/testDigits/1_31.txt

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input/6.SVM/testDigits/1_32.txt

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input/6.SVM/testDigits/1_33.txt

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input/6.SVM/testDigits/1_34.txt

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input/6.SVM/testDigits/1_35.txt

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input/6.SVM/testDigits/1_36.txt

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input/6.SVM/testDigits/1_37.txt

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input/6.SVM/testDigits/1_38.txt

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input/6.SVM/testDigits/1_39.txt

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input/6.SVM/testDigits/1_4.txt

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input/6.SVM/testDigits/1_40.txt

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input/6.SVM/testDigits/1_41.txt

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input/6.SVM/testDigits/1_42.txt

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input/6.SVM/testDigits/1_43.txt

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input/6.SVM/testDigits/1_44.txt

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input/6.SVM/testDigits/1_45.txt

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input/6.SVM/testDigits/1_46.txt

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input/6.SVM/testDigits/1_47.txt

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input/6.SVM/testDigits/1_48.txt

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input/6.SVM/testDigits/1_49.txt

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input/6.SVM/testDigits/1_5.txt

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input/6.SVM/testDigits/1_50.txt

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input/6.SVM/testDigits/1_51.txt

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input/6.SVM/testDigits/1_52.txt

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input/6.SVM/testDigits/1_53.txt

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input/6.SVM/testDigits/1_54.txt

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input/6.SVM/testDigits/1_55.txt

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input/6.SVM/testDigits/1_56.txt

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input/6.SVM/testDigits/1_57.txt

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input/6.SVM/testDigits/1_58.txt

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input/6.SVM/testDigits/1_59.txt

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input/6.SVM/testDigits/1_6.txt

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input/6.SVM/testDigits/1_60.txt

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input/6.SVM/testDigits/1_61.txt

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input/6.SVM/testDigits/1_62.txt

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input/6.SVM/testDigits/1_63.txt

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input/6.SVM/testDigits/1_64.txt

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input/6.SVM/testDigits/1_65.txt

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input/6.SVM/testDigits/1_66.txt

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input/6.SVM/testDigits/1_67.txt

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input/6.SVM/testDigits/1_68.txt

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input/6.SVM/testDigits/1_69.txt

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input/6.SVM/testDigits/1_7.txt

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input/6.SVM/testDigits/1_70.txt

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input/6.SVM/testDigits/1_71.txt

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input/6.SVM/testDigits/1_72.txt

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input/6.SVM/testDigits/1_73.txt

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input/6.SVM/testDigits/1_74.txt

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input/6.SVM/testDigits/1_75.txt

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input/6.SVM/testDigits/1_76.txt

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input/6.SVM/testDigits/1_77.txt

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input/6.SVM/testDigits/1_78.txt

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input/6.SVM/testDigits/1_79.txt

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input/6.SVM/testDigits/1_8.txt

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input/6.SVM/testDigits/1_80.txt

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input/6.SVM/testDigits/1_81.txt

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input/6.SVM/testDigits/1_82.txt

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input/6.SVM/testDigits/1_83.txt

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input/6.SVM/testDigits/1_84.txt

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input/6.SVM/testDigits/1_85.txt

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input/6.SVM/testDigits/1_86.txt

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input/6.SVM/testDigits/1_87.txt

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input/6.SVM/testDigits/1_88.txt

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input/6.SVM/testDigits/1_89.txt

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input/6.SVM/testDigits/1_9.txt

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input/6.SVM/testDigits/1_90.txt

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input/6.SVM/testDigits/1_91.txt

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input/6.SVM/testDigits/1_92.txt

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input/6.SVM/testDigits/1_93.txt

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input/6.SVM/testDigits/1_94.txt

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input/6.SVM/testDigits/1_95.txt

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input/6.SVM/testDigits/1_96.txt

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input/6.SVM/testDigits/9_0.txt

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