Document (#7963)

Author

Petry, F.E.
Buckles, B.P.
Prabhu, D.

Title

Fuzzy information retrieval using genetic algorithms and relevance feedback

Source

Integrating technologies - converging professions: proceedings of the 56th Annual Meeting of the American Society for Information Science, Columbus, OH, 24-28 October 1993. Ed.: S. Bonzi

Imprint

Medford, NJ : Learned Information

Year

1993

Pages

S.122-125

Abstract

Genetic programming is applied to a weighted, i.e. fuzzy, information retrieval system in order to improve weighted Boolean query formulation via relevance feedback. The approach brings together the concepts of information retrieval, fuzzy set theory, and genetic programming. Documents are viewed as vectors of weights for the index terms. A weighted Boolean query, viewed as a parse tree, is an organism in the genetic algorithm sense. Through the mechanisms of genetic programming, the weighted query is modified in order to improve precision and recall. Relevance feedback is incorporated, via user defined measures over a trial set of documents. The fitness of a candidate query can be expressed directly as a function of the relevance of the retrieved set. Gives preliminary results based on a tested. The form of the fitness function has a significant effect upon performance and the proper fitness functions take into account relevance based on topicality (and perhaps other factors)

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5. Fan, W.; Fox, E.A.; Pathak, P.; Wu, H.: ¬The effects of fitness functions an genetic programming-based ranking discovery for Web search (2004) 0.37

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