281 citations · 819 across the 24 of their papers we have counts for
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cs.LG2011★ 281 cited
Noise Tolerance under Risk Minimization
Naresh Manwani, P. S. Sastry
In this paper we explore noise tolerant learning of classifiers. We formulate the problem as follows. We assume that there is an training set which is noise-fr…
cs.LG2011★ 10 cited
Polyceptron: A Polyhedral Learning Algorithm
Naresh Manwani, P. S. Sastry
In this paper we propose a new algorithm for learning polyhedral classifiers which we call as Polyceptron. It is a Perception like algorithm which updates the parameters only when…