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Tracking latent domain structures: An integration of pathfinder and Latent Semantic Analysis
Journal article   Peer reviewed

Tracking latent domain structures: An integration of pathfinder and Latent Semantic Analysis

Chaomei Chen
AI & society, v 11(1-2)
01 Mar 1997

Abstract

Artificial intelligence Collection Digital systems Human Networks Representations Semantics Standards Tracking
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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