A problem in information retrieval with fuzzy sets
The introduction of fuzzy subset concepts in document retrieval has led to a search for a system of weighted fuzzy queries in which the weights would correspond to the relative importance of each term to the entire query. The crucial step is to link mathematically the fuzzy membership function with...
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Published in | Journal of the American Society for Information Science Vol. 36; no. 6; pp. 398 - 401 |
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Main Author | |
Format | Journal Article |
Language | English |
Published |
Washington, D.C
Wiley Subscription Services, Inc., A Wiley Company
01.11.1985
American Documentation Institute |
Subjects | |
Online Access | Get full text |
ISSN | 0002-8231 1097-4571 |
DOI | 10.1002/asi.4630360609 |
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Abstract | The introduction of fuzzy subset concepts in document retrieval has led to a search for a system of weighted fuzzy queries in which the weights would correspond to the relative importance of each term to the entire query. The crucial step is to link mathematically the fuzzy membership function with the weight to form a retrieval status value (RSV). Buell and Kraft (1981) showed that these relevance weights cannot be used with a system of Boolean queries, and Kantor (1981) suggested a logic of weighted queries, but the most common use of NOT presents a problem. A symmetry of about one-half could be artificially introduced by shifting the range of all positive membership functions, thus imposing a certain structure on the conceptual retrieval system. This would be much closer to what is needed than previous suggestions, but the benefits and problems involved in keeping or losing various axioms of Boolean structures must be studied closely. |
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AbstractList | Shortly after the introduction of fuzzy subset concepts to document retrieval, attempts were made to invent a system of weighted fuzzy queries in which the weights would correspond to the relative importance of each term to the query as a whole. Serious problems arose in finding a way to link the fuzzy membership function with the weight to form a retrieval status value. As an alternative to Boolean queries, Kantor proposed a logic of weighted queries. Discusses Kantov's logic, and the requirement for symmetry of the membership functions of the weighted queries to be about . The introduction of fuzzy subset concepts in document retrieval has led to a search for a system of weighted fuzzy queries in which the weights would correspond to the relative importance of each term to the entire query. The crucial step is to link mathematically the fuzzy membership function with the weight to form a retrieval status value (RSV). Buell and Kraft (1981) showed that these relevance weights cannot be used with a system of Boolean queries, and Kantor (1981) suggested a logic of weighted queries, but the most common use of NOT presents a problem. A symmetry of about one-half could be artificially introduced by shifting the range of all positive membership functions, thus imposing a certain structure on the conceptual retrieval system. This would be much closer to what is needed than previous suggestions, but the benefits and problems involved in keeping or losing various axioms of Boolean structures must be studied closely. |
Author | Buell, Duncan A. |
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Cites_doi | 10.1016/S0020-7373(83)80041-8 10.1016/S0306-4573(81)80004-0 10.1109/TSMC.1981.4308622 10.1002/asi.4630320307 10.1016/0165-0114(82)90038-0 10.1002/asi.4630310403 |
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References | Buell, D. A.; Kraft, D. H. Threshold Values and Boolean Retrieval Systems. Information Processing and Management. 17: 127-136; 1981. Kraft, D. H.; Buell, D. A. Fuzzy Sets and Generalized Boolean Retrieval Systems. Int. J. of Man-Machine Studies. 19: 45-56; 1983. Buell, D. A.; Kraft, D. H. A Model for a Weighted Retrieval System. Journal of the American Society for Information Science. 32: 211-216; 1981. Buell, D. A. An Analysis of Some Fuzzy Subset Applications to Information Retrieval Systems. Fuzzy Sets and Systems. 7: 35-42; 1982. Bookstein, A. Fuzzy Requests: An Approach to Weighted Boolean Retrieval. Journal of the American Society for Information Science. 31: 240-247; July 1980. 1980; 31 1982; 7 1981; 32 1981; 17 1981 1983; 19 e_1_2_1_6_2 e_1_2_1_7_2 e_1_2_1_4_2 e_1_2_1_5_2 e_1_2_1_2_2 e_1_2_1_3_2 |
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Snippet | The introduction of fuzzy subset concepts in document retrieval has led to a search for a system of weighted fuzzy queries in which the weights would... Shortly after the introduction of fuzzy subset concepts to document retrieval, attempts were made to invent a system of weighted fuzzy queries in which the... |
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SubjectTerms | Boolean strategies Fuzzy set theory Information storage and retrieval Information work Relevance Searching Subject indexing Technical services Terms Weighting |
Title | A problem in information retrieval with fuzzy sets |
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