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Learning Using Query by Committee, Linear Separation and Random Walks

Learning Using Query by Committee, Linear Separation and Random Walks,Shai Fine,Ran Gilad-bachrach,Eli Shamir

Learning Using Query by Committee, Linear Separation and Random Walks   (Citations: 6)
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. In the Active Learning paradigm [CAL90] the learner tries to minimize the number of labeled instances it uses in the process of learning. The reasoning comes from many real life problems where the teacher's activity is an expensive resource (e.g. text categorization, part of speech tagging). The Query By Committee (QBC) [SOS92] is an Active Learning algorithm acting in the Bayesian model of concept learning [HKS94] i.e. it assumes that the concept to be learned is chosen according to some xed ...
Published in 2002.
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