Using various term dependencies according to their utilities

  • Authors:
  • Lixin Shi;Jian-Yun Nie

  • Affiliations:
  • University of Montreal, Montreal, PQ, Canada;University of Montreal, Montreal, PQ, Canada

  • Venue:
  • CIKM '10 Proceedings of the 19th ACM international conference on Information and knowledge management
  • Year:
  • 2010

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Abstract

In this paper, we propose a model to integrate term dependencies. Different from previous studies, each pair of terms is assigned a different weight of dependency according to their utility to IR. The experiments show that our model can significantly outperform the previous dependency models using fixed weights.