Tracking latent domain structures: An integration of pathfinder and Latent Semantic Analysis [Book Review]
AI and Society 11 (1-2):48-62 (1997)
Abstract |
Standard psychological scaling methods have been widely used as knowledge elicitation tools to uncover structural characteristics of a given domain. However, these methods traditionally rely on relatedness ratings from human experts, which is often time-consuming and tedious. We describe an integrated approach to knowledge elicitation and representation using Latent Semantic Analysis and Pathfinder Network Scaling techniques. The semantic structure of a subject domain can be automatically characterised from a collection of published documents in the domain. The method is illustrated with an example of organising a digital library in accordance to latent semantic structures
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Keywords | Knowledge organisation Knowledge elicitation Latent semantic analysis pathfinder |
Categories | (categorize this paper) |
DOI | 10.1007/BF02812438 |
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References found in this work BETA
A Solution to Plato's Problem: The Latent Semantic Analysis Theory of Acquisition, Induction, and Representation of Knowledge.Thomas K. Landauer & Susan T. Dumais - 1997 - Psychological Review 104 (2):211-240.
Semantic Networks.M. Ross Quillian - 1968 - In Marvin L. Minsky (ed.), Semantic Information Processing. MIT Press.
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