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Active and passive learning of linear separators under log-concave distributions
Journal of Machine Learning Research, (2013): 288-316
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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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