%0 Journal Article %T Error-Correcting Tournaments %A Alina Beygelzimer %A John Langford %A Pradeep Ravikumar %J Computer Science %D 2009 %I arXiv %X We present a family of pairwise tournaments reducing $k$-class classification to binary classification. These reductions are provably robust against a constant fraction of binary errors. The results improve on the PECOC construction \cite{SECOC} with an exponential improvement in computation, from $O(k)$ to $O(\log_2 k)$, and the removal of a square root in the regret dependence, matching the best possible computation and regret up to a constant. %U http://arxiv.org/abs/0902.3176v4