4 citations · 5 across the 2 of their papers we have counts for
2 papers
cs.LG2012★ 1 cited
The Convexity and Design of Composite Multiclass Losses
Mark Reid, Robert Williamson, Peng Sun
We consider composite loss functions for multiclass prediction comprising a proper (i.e., Fisher-consistent) loss over probability distributions and an inverse link function. We es…
stat.ML2011★ 4 cited
AOSO-LogitBoost: Adaptive One-Vs-One LogitBoost for Multi-Class Problem
Peng Sun, Mark D. Reid, Jie Zhou
This paper presents an improvement to model learning when using multi-class LogitBoost for classification. Motivated by the statistical view, LogitBoost can be seen as additive tre…