DocumentCode
2991194
Title
An expert/expert-locating system based on automatic representation of semantic structure
Author
Streeter, Lynn A. ; Lochbaum, K.E.
Author_Institution
Bell Commun. Res., Morristown, NJ, USA
fYear
1988
fDate
14-18 Mar 1988
Firstpage
345
Lastpage
350
Abstract
The expert/expert-locator (EEL) pairs requests for technical information with appropriate technical organizations in a large research and development company. The system automatically constructs a semantic space of organizations and terms, using a statistical matrix decomposition technique (singular value decomposition) to represent semantic similarity present in large text sources. In EEL, organizations are characterized by their documents. Using these documents as input, the analysis simultaneously fits organizations and the terms they use into the same 100-dimensional space. Similarity among organizations is determined by their overall pattern of term usage. Users´ requests are processed and also fit into the high-dimensional space. The similarities between the request all organizational objects in the space are computed, and the most similar organizations are returned to the user. It is shown that this technique is superior to keyword matching
Keywords
expert systems; indexing; information analysis; EEL; documents; expert/expert-locator; organizational objects; organizations; semantic structure; singular value decomposition; statistical matrix decomposition technique; technical information; technical organizations; term usage; terms; text sources; Encyclopedias; Expert systems; Humans; Information retrieval; Knowledge acquisition; Matrix decomposition; Research and development; Singular value decomposition; Space technology; Vocabulary;
fLanguage
English
Publisher
ieee
Conference_Titel
Artificial Intelligence Applications, 1988., Proceedings of the Fourth Conference on
Conference_Location
San Diego, CA
Print_ISBN
0-8186-0837-4
Type
conf
DOI
10.1109/CAIA.1988.196129
Filename
196129
Link To Document