On updating problems in latent semantic indexing

Authors
Citation
Hy. Zha et Hd. Simon, On updating problems in latent semantic indexing, SIAM J SC C, 21(2), 1999, pp. 782-791
Citations number
11
Categorie Soggetti
Mathematics
Journal title
SIAM JOURNAL ON SCIENTIFIC COMPUTING
ISSN journal
10648275 → ACNP
Volume
21
Issue
2
Year of publication
1999
Pages
782 - 791
Database
ISI
SICI code
1064-8275(19991026)21:2<782:OUPILS>2.0.ZU;2-D
Abstract
We develop new SVD-updating algorithms for three types of updating problems arising from latent semantic indexing (LSI) for information retrieval to d eal with rapidly changing text document collections. We also provide theore tical justification for using a reduced-dimension representation of the ori ginal document collection in the updating process. Numerical experiments us ing several standard text document collections show that the new algorithms give higher (interpolated) average precisions than the existing algorithms , and the retrieval accuracy is comparable to that obtained using the compl ete document collection.