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Keep Going | Tree and Sheep
为了能使用统计理论对此进行分析，我们一般会假定数据来自某个联合分布 $latex Pr(X, Y)$，实际操作中我们取定了训练集 $latex mathcal{T}$ 用它获得了某个模型 $latex f(x ; mathcal{T})$，我们希望测试集上获得的是对 $latex L(Y, f(X; mathcal{T}) $ 在联合分布上误差 $latex overline{mathrm{err} {mathcal{T} $的某种估计，这里的 $latex L(cdot, cdot)$ 称为 loss function，如一般称为 deviance 的 -2 倍的 log-likelihood 就是常用的一种 loss。 但是更多的时候对这种误差的估计是非常困难的 依赖于给定的训练集 $latex mathcal{T}$ ，我们更多的是对 $latex mathbb{E} overline{mathrm{err} {mathcal{T} $ 的分析，这里的期望是对所有的训练集而言。 当然，如果你的目的不是为了比较这两个分类器的话，你可以在 selection 那一步只选择最优的一个 model。
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