On Bias Plus Variance

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Abstract
This paper presents a Bayesian "correction" to the familiar quadratic loss bias-plus-variance formula. It then discusses some other loss-function-specific aspects of supervised learning. It ends by presenting a version of the bias-plus-variance formula appropriate for log loss.
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