Active sampling for entity matching

KDD, pp. 1131-1139, 2012.

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active learning algorithmalgorithm useactive learningmaximizes recallentity matchingMore(9+)

Abstract:

In entity matching, a fundamental issue while training a classifier to label pairs of entities as either duplicates or non-duplicates is the one of selecting informative training examples. Although active learning presents an attractive solution to this problem, previous approaches minimize the misclassification rate (0-1 loss) of the cla...More

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