39 citations · 58 across the 3 of their papers we have counts for
3 papers
cs.LG2014★ 39 cited
Transductive Rademacher Complexity and its Applications
Ran El-Yaniv, Dmitry Pechyony
We develop a technique for deriving data-dependent error bounds for transductive learning algorithms based on transductive Rademacher complexity. Our technique is based on a novel…
stat.ML2013★ 9 cited
Online Learning with Pairwise Loss Functions
Yuyang Wang, Roni Khardon, Dmitry Pechyony +1
Efficient online learning with pairwise loss functions is a crucial component in building large-scale learning system that maximizes the area under the Receiver Operator Characteri…
cs.LG2009★ 10 cited
Stability Analysis and Learning Bounds for Transductive Regression Algorithms
Corinna Cortes, Mehryar Mohri, Dmitry Pechyony +1
This paper uses the notion of algorithmic stability to derive novel generalization bounds for several families of transductive regression algorithms, both by using convexity and cl…