Using Feature Conjunctions Across Examples for Learning Pairwise Classifiers

@inproceedings{Oyama2004UsingFC,
  title={Using Feature Conjunctions Across Examples for Learning Pairwise Classifiers},
  author={Satoshi Oyama and Christopher D. Manning},
  booktitle={ECML},
  year={2004}
}
We propose a kernel method for using combinations of features across example pairs in learning pairwise classifiers. Identifying two instances in the same class is an important technique in duplicate detection, entity matching, and other clustering problems. However, it is a difficult problem when instances have few discriminative features. One typical example is to check whether two abbreviated author names in different papers refer to the same person or not. While using combinations of… CONTINUE READING
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