2.2k citations · 5.9k across the 41 of their papers we have counts for
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cs.LG2010★ 2 cited
On the Foundations of Adversarial Single-Class Classification
Ran El-Yaniv, Mordechai Nisenson
Motivated by authentication, intrusion and spam detection applications we consider single-class classification (SCC) as a two-person game between the learner and an adversary. In t…
cs.AI2010★ 4 cited
Hierarchical Multiclass Decompositions with Application to Authorship Determination
Ran El-Yaniv, Noam Etzion-Rosenberg
This paper is mainly concerned with the question of how to decompose multiclass classification problems into binary subproblems. We extend known Jensen-Shannon bounds on the Bayes…