Adaptive Information Retrieval: Using a Connectionist Representation to Retrieve and Learn About Documents.
Richard K. Belew:
Adaptive Information Retrieval: Using a Connectionist Representation to Retrieve and Learn About Documents.
SIGIR 1989: 11-20@inproceedings{DBLP:conf/sigir/Belew89,
author = {Richard K. Belew},
editor = {Nicholas J. Belkin and
C. J. van Rijsbergen},
title = {Adaptive Information Retrieval: Using a Connectionist Representation
to Retrieve and Learn About Documents},
booktitle = {SIGIR'89, 12th International Conference on Research and Development
in Information Retrieval, Cambridge, Massachusetts, USA, June
25-28, 1989, Proceedings},
publisher = {ACM},
year = {1989},
isbn = {0-89791-321-3},
pages = {11-20},
ee = {db/conf/sigir/Belew89.html},
crossref = {DBLP:conf/sigir/89},
bibsource = {DBLP, http://dblp.uni-trier.de}
}
BibTeX
Abstract
AIR represents a connectionist approach to the task of information retrieval. The system uses
relevance feedback from its users to change its representation of authors, index terms and
documents so that, over time, AIR improves at its task. The result is a representation of the
consensual meaning of keywords and documents shared by some group of users. The central focus
goal of this paper is to use our experience with AIR to highlight those characteristics of connectionist
representations that make them particularly appropriate for IR applications. We argue that this
associative representation is a natural generalization of traditional IR techniques, and that
connectionist learning techniques are effective in this setting.
Copyright © 1989 by the ACM,
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BibTeX
Printed Edition
Nicholas J. Belkin, C. J. van Rijsbergen (Eds.):
SIGIR'89, 12th International Conference on Research and Development in Information Retrieval, Cambridge, Massachusetts, USA, June 25-28, 1989, Proceedings.
ACM 1989, ISBN 0-89791-321-3
Contents BibTeX
Citation page
Referenced by
- Daniel E. Rose, Jeremy J. Bornstein, Kevin Tiene:
MessageWorld: A New Approach to Facilitating Asynchronous Group Communications.
CIKM 1995: 266-273
- Adrian O'Riordan, Humphrey Sorensen:
An Intelligent Agent for High-Precision Text Filtering.
CIKM 1995: 205-211
- James R. Chen, Nathalie Mathe:
Learning Subjective Relevance to Facilitate Information Access.
CIKM 1995: 218-225
BibTeX
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