Active Sampling for Entity Matching with Guarantees

TKDD, ArticleNo.12, 2013.

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active learning algorithmentity matchingalgorithm useactive learningmaximizes recallMore(8+)

Abstract:

In entity matching, a fundamental issue while training a classifier to label pairs of entities as either duplicates or nonduplicates 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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