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Risk

Last updated Nov 1, 2022

# Definition

Let $(X, Y, n)$ be a Classification Problem. Then the Risk on $(X, Y, n)$ of Classifier $f$ is $$R(f) = \mathbb{E}[1_{Y \neq f(X)}] = \mathbb{P}(Y \neq f(X))$$