Cover Page
Introduction
About Search Engines
Structured Data
Latent Semantic Indexing
How LSI Works
A Quick Example
The Term-Document Matrix
Applications of LSI
Multi-Dimensional Scaling
Applications of MDS
Further Reading
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LSI Journal Articles
The following are journal articles relevant to the material covered in this
overview. We welcome suggestions for expanding this list .
Dumais, S. T., Landauer, T. K. and Littman, M. L. (1996) "Automatic cross-linguistic information retrieval using Latent Semantic Indexing." In SIGIR'96 - Workshop on Cross-Linguistic Information Retrieval, pp. 16-23, August 1996.
Available online
Foltz, P. W., Kintsch, W., and Landauer, T. K. (1998). The Measurement of Textual Coherence with Latent Semantic Analysis. Discourse Processes, 25, 285-307.
Available online
Foltz, P. W. (1990) "Using Latent Semantic Indexing for Information Filtering". In R. B. Allen (Ed.) Proceedings of the Conference on Office Information Systems, Cambridge, MA, 40-47.
Available online
Landauer, T. K., Foltz, P. W., and Laham, D. (1998). Introduction to Latent Semantic Analysis. Discourse Processes, 25, 259-284.
Available online
Landauer, T. K. and Dumais, S. T. (1977) - html only, "Solution to Plato's Problem: The Latent Semantic Analysis Theory of Acquisition, Induction and Representation of Knowledge." Psychological Review, 1997, 104 (2), 211-240.
Available online
Person, N. K., Graesser, A. C., Bautista, L., Mathews, E. C., & the Tutoring Research Group (2001). Evaluating Student Learning Gains in Two Versions of AutoTutor. In J. D. Moore, C. L. Redfield, & W. L. Johnson (Eds.) Artificial intelligence in education: AI-ED in the wired and wireless future (pp. 286-293). Amsterdam, IOS Press.
Available online
Rehder, B., Schreiner, M. E., Wolfe, M. B., Laham, D., Landauer, T. K., & Kintsch, W. (1998). Using Latent Semantic Analysis to assess knowledge: Some technical considerations. Discourse Processes, 25, 337-354.
Robinson, C.S. & Burgess, C. Vocabulary Performance of HAL and LSA Using a Standardized Performance Measure. Society for Computers in Psychology, November 15, 2001.
Available online
LSI Websites
Links to websites with comprehensive bibliographies on LSI and related techniques .
Latent Semantic Indexing Website (University of Tennessee). Includes links to sites by Michael Berry and Susan Dumais, both of whom have done extensive work in LSI.
Telcordia Technologies LSI links page. Comprehensive list of articles. Telcordia holds a patent in LSI.
Knowledge Analysis Technologies. Company that makes an LSI product for automated essay assessment.
AuthorTutor. Papers related to AuthorTutor.
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