Two faces of active learning

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Two faces of active learning

An active learner has a collection of data points, each with a label that is initially hidden but can be obtained at some cost. Without spending too much, it wishes to find a classifier that will accurately map points to labels. There are two common intuitions about how this learning process should be organized: (i) by choosing query points that shrink the space of candidate classifiers as rapi...

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ژورنال

عنوان ژورنال: Theoretical Computer Science

سال: 2011

ISSN: 0304-3975

DOI: 10.1016/j.tcs.2010.12.054