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Active and passive learning of linear separators under log-concave distributions

Journal of Machine Learning Research, (2013): 288-316

Cited: 97|Views32
EI

Abstract

We provide new results concerning label efficient, polynomial time, passive and active learning of linear separators. We prove that active learning provides an exponential improvement over PAC (passive) learning of homogeneous linear separators under nearly log-concave distributions. Building on this, we provide a computationally effici...More

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