Active sampling for entity matching
KDD, pp. 1131-1139, 2012.
active learning algorithmalgorithm useactive learningmaximizes recallentity matchingMore(9+)
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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