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A mathematical quantity designed to measure the amount of randomness of a random variable.

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Why does entropy as error measure leads to overfitting?

Any error measure which does not penalize the complexity of the system may lead to overfitting, e.g. entropy. … techniques, being the most common the ones which add a regularization term to the error function, so that now $E (w) = E_D (w) + E_W (w) $ where $E_D$ is an error that measures how good is your fit (e.g. entropy
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