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Started by Bob Losee
Fri, 09 Oct 1992 18:40
Fuzzy Logic and Information Retrieval
Author: Bob Losee
Date: Fri, 09 Oct 1992 18:40
Date: Fri, 09 Oct 1992 18:40
53 lines
2846 bytes
2846 bytes
An Extended Fuzzy Linguistic Approach to
Generalize Boolean Information Retrieval
Donald H, Kraft
Department of Computer Science (Chairman)
Louisiana State University
Baton Rouge, LA 70803-4020
USA
(504) 388-1495 Voice
(504) 388-1465 Fax
kraft@bit.csc.lsu.edu
** Wednesday, Oct 14, 1992 4 PM **
** Manning Hall, Room 117 **
Abstract
The generalization of Boolean information retrieval
systems (IRS) is still of interest to scholars. In spite of
the fact that commercial systems use Boolean retrieval
mechanisms, such systems still have some limitations. One of
the main problems is that such systems lack the ability to
deal well with imprecision and subjectivity. Previous
efforts have led to the introduction of numeric weights to
improve both document representations (term weights) and
query languages (query weights). However, the use of
weights requires a clear knowledge of the semantics of the
query in order to translate a fuzzy concept into a precise
numeric value. Moreover, it is difficult to model the
matching of queries to documents in a way that will preserve
the semantics of user queries.
A linguistic extension has been generated, starting
from an existing Boolean weighted retrieval model and for-
malized within fuzzy set theory, in which numeric query
weights are replaced by linguistic descriptors which specify
the degree of importance of the terms.
In the past, query weights were seen as measures of the
importance of a specific term in representing the query or
as a threshold to aid in matching a specific document to the
query. The linguistic extension was originally modeled to
view the query weights as a description of the ideal docu-
ment, so that deviations would be rejected whether a given
document had term weights that were too high or too low.
This paper looks at an extension to the linguistic model
that is not symmetric in that documents with a term weight
below the query weight are treated differently than docu-
ments with a term weight above the query weight.
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