Answering Typicality Query Based on Automatically Prototype Construction

  • Authors:
  • Yi Cai;Hongke Zhao;Hao Han;Raymond Y. K. Lau;Ho-Fung Leung;Huaqing Min

  • Affiliations:
  • -;-;-;-;-;-

  • Venue:
  • WI-IAT '12 Proceedings of the The 2012 IEEE/WIC/ACM International Joint Conferences on Web Intelligence and Intelligent Agent Technology - Volume 01
  • Year:
  • 2012

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Abstract

In cognitive psychology, typicality refers to the degree of goodness of objects as exemplars in concepts. In this paper, we apply the idea of typicality analysis from cognitive psychology to query answering, and propose a novel method to answer typicality queries effectively based on theories in cognitive psychology. The proposed method adopts multi-prototype concept modeling and basic level category detection. By a systematic empirical evaluation using real data sets, we verify the accuracy and the effectiveness of our method on answering typicality queries.