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In the plots and in some lecture notes, I read that hinge loss is bounded between (0,2). But I can not understand that. By definition, hinge loss is (standard one)
In case of false positive, this value becomes,
Clearly, f(x) can be greater than 1. It's value depends on how far the example lies from the marginal hyper-plane corresponds to w'x+b=−1. Can anyone explain why upper bound is 2 ?. |