Object Identification with Attribute-Mediated Dependences

@inproceedings{Singla2005ObjectIW,
  title={Object Identification with Attribute-Mediated Dependences},
  author={Parag Singla and Pedro M. Domingos},
  booktitle={PKDD},
  year={2005}
}
Object identification is the problem of determining whether different observations correspond to the same object. It occurs in a wide variety of fields, including vision, natural language, citation matching, and information integration. Traditionally, the problem is solved separately for each pair of observations, followed by transitive closure. We propose solving it collectively, performing simultaneous inference for all candidate match pairs, and allowing information to propagate from one… CONTINUE READING
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