Bias-Variance Decompositions for Margin Losses

Danny Wood, Tingting Mu, Gavin Brown

We introduce a novel bias-variance decomposition for a range of strictly convex margin losses, including the logistic loss (minimized by the classic LogitBoost algorithm), as well…