Bias Plus Variance Decomposition for Zero-One Loss Functions


We present a bias variance decomposition of expected misclassi cation rate the most commonly used loss function in supervised classi cation learning The bias variance decomposition for quadratic loss functions is well known and serves as an important tool for analyzing learning algorithms yet no decomposition was o ered for the more commonly used zero one… (More)



Citations per Year

627 Citations

Semantic Scholar estimates that this publication has 627 citations based on the available data.

See our FAQ for additional information.

  • Presentations referencing similar topics