38 citations · 90 across the 10 of their papers we have counts for
Showing 2012 · cs.LGShow all
2 papers · 2 filters
cs.LG2012★ 9 cited
The Interplay Between Stability and Regret in Online Learning
Ankan Saha, Prateek Jain, Ambuj Tewari
This paper considers the stability of online learning algorithms and its implications for learnability (bounded regret). We introduce a novel quantity called {\em forward regret} t…
cs.LG2012★ 38 cited
Smoothing Multivariate Performance Measures
Xinhua Zhang, Ankan Saha, S. V. N. Vishwanatan
A Support Vector Method for multivariate performance measures was recently introduced by Joachims (2005). The underlying optimization problem is currently solved using cutting plan…