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新增3.38,3.39

Sm1les há 5 anos atrás
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      docs/chapter3/chapter3.md

+ 14 - 0
docs/chapter3/chapter3.md

@@ -125,6 +125,20 @@ $$\cfrac{\partial L(\boldsymbol w,\lambda)}{\partial \boldsymbol w} = -2\mathbf{
 令上式等于0即可得
 $$-2\mathbf{S}_b\boldsymbol w+2\lambda\mathbf{S}_w\boldsymbol w=0$$
 $$\mathbf{S}_b\boldsymbol w=\lambda\mathbf{S}_w\boldsymbol w$$
+由于我们想要求解的只有$\boldsymbol{w}$,而$\lambda$这个拉格朗乘子具体取值多少都无所谓,因此我们可以任意设定$\lambda$来配合我们求解$\boldsymbol{w}$。我们注意到
+$$\mathbf{S}_b\boldsymbol{w}=(\boldsymbol{\mu}_{0}-\boldsymbol{\mu}_{1})(\boldsymbol{\mu}_{0}-\boldsymbol{\mu}_{1})^{\mathrm{T}}\boldsymbol{w}$$
+如果我们令$\lambda$恒等于$(\boldsymbol{\mu}_{0}-\boldsymbol{\mu}_{1})^{\mathrm{T}}\boldsymbol{w}$,那么上式即可改写为
+$$\mathbf{S}_b\boldsymbol{w}=\lambda(\boldsymbol{\mu}_{0}-\boldsymbol{\mu}_{1})$$
+将其代入$\mathbf{S}_b\boldsymbol w=\lambda\mathbf{S}_w\boldsymbol w$即可解得
+$$\boldsymbol{w}=\mathbf{S}_{w}^{-1}(\boldsymbol{\mu}_{0}-\boldsymbol{\mu}_{1})$$
+
+## 3.38
+$$\mathbf{S}_b\boldsymbol{w}=\lambda(\boldsymbol{\mu}_{0}-\boldsymbol{\mu}_{1})$$
+[推导]:参见公式(3.37)
+
+## 3.39
+$$\boldsymbol{w}=\mathbf{S}_{w}^{-1}(\boldsymbol{\mu}_{0}-\boldsymbol{\mu}_{1})$$
+[推导]:参见公式(3.37)
 
 ## 3.43
 $$\begin{aligned}