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Bias and Variance

· 3 min read
PuQing
AI, CVer, Pythoner, Half-stack Developer

偏差 (Bias)

info
Bias(f^(x))=E[f^(x)f(x)]\operatorname{Bias}(\hat{f}(x))=E[\hat{f}(x)-f(x)]

其中,E[]E[\cdot] 表示期望,f(x)f(x) 是真实值,f^(x)\hat{f}(x) 是模型对给定输入 xx 的预测