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Abstract: The Singular Value Decomposition (SVD) has attracted much interest of late as a technique for improving the performance of text retrieval systems (also called Latent Semantic Indexing). Preliminary results have shown modest improvements in retrieval accuracy, but these have mainly explored small collections. In this paper we investigate using the LSI on large document collections (TREC datasets). We focus on properties of the LSI and investigate whether these match our intuition about the... (Update)
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BibTeX entry: (Update)
P. Husbands, H. Simon and C.Ding. On the Use of Singular Value Decomposition for Text Retrieval. Proc. of SIAM Comp. Info. Retrieval Workshop, October 2000. Ed. M. Berry. http://citeseer.ist.psu.edu/article/husbands01use.html More
@inproceedings{ husbands00use,
author = "P. Husbands and H. Simon and C. Ding",
title = "the Use of Singular Value Decomposition for Text Retrieval",
booktitle = "Proc. of SIAM Comp. Info. Retrieval Workshop",
month = "October",
editor = "M. Berry",
year = "2000",
url = "citeseer.ist.psu.edu/article/husbands01use.html" }
Citations (may not include all citations):2441 The Johns Hopkins University Press (context) - Golub, Van Loan - 1993
568 Indexing by latent semantic analysis - Deerwester, Dumais et al. - 1990
313 Matrix Perturbation Theory (context) - Stewart, Sun - 1990
243 Information Retrieval: Data Structures and Algorithms (context) - Frakes, Baeza-Yates - 1992
192 Using linear algebra for intelligent information retrieval - Berry, Dumais et al. - 1995
191 The SMART Retrieval System: Experiments in Automatic Documen.. (context) - Salton - 1971
68 National Institute of Standards and Technology (context) - Voorhees, Harman et al. - 1998
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52 Improving text retrieval for the routing problem using laten.. (context) - Hull - 1994
26 Mathematical Methods of Physics (context) - Mathews, Walker - 1971
22 A similarity-based probability model for latent semantic ind.. - Ding - 1999
18 Understanding Search Engines: Mathematical Modeling and Text.. (context) - Berry, Browne - 1999
15 A portable implementation of ARPACK for distributed memory p.. - Maschhoff, Sorensen - 1996
10 Private communication (context) - Parlett
3 A tool for interactive supercomputing (context) - Husbands, Isbell et al. - 1999
3 Lawrence Berkeley National Laboratory (context) - Wu, Simon et al. - 1999
2 the Use of the Singular Value Decomposition for Large Scale .. (context) - Husbands, Simon et al. - 2000
1 Submitted to ICML (context) - Ding, He et al. - 2001
The graph only includes citing articles where the year of publication is known.
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A Similarity-based Probability Model for Latent Semantic Indexing - Ding (1999) (Correct)
A Probabilistic Model for Dimensionality Reduction in Information.. - Ding (2001) (Correct)
On the Use of Singular Value Decomposition for Text Retrieval - Husbands, Simon, Ding (2000) (Correct)
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