A comparison of dimensionality reduction techniques for text retrieval

Proceedings - ICMLA 2005: Fourth International Conference on Machine Learning and Applications

Volumn 2005, Issue , 2005, Pages 293-298

  Vinay, Vishwa ^a   Cox, Ingemar J ^a   Wood, Ken ^b   Milic Frayling, Natasa ^b  

^a UNIVERSITY COLLEGE LONDON   (United Kingdom)

^b MICROSOFT RESEARCH   (United Kingdom)

Author keywords

[No Author keywords available]

Indexed keywords

FEATURE EXTRACTION; INDEXING (OF INFORMATION); MATHEMATICAL MODELS; NOISE ABATEMENT; PRINCIPAL COMPONENT ANALYSIS; SEMANTICS; TEXT PROCESSING;

LATENT SEMANTIC INDEXING; NOISE REDUCTION ALGORITHM; RANDOM MAPPING (RM); TEXT RETRIEVAL;

INFORMATION RETRIEVAL SYSTEMS;

EID: 33847287398     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1109/ICMLA.2005.2     Document Type: Conference Paper

References (15)

1. E. Bingham and H. Mannila, "Random projection in dimensionality reduction: applications to image and text data," SIGKDD 2001.
2. S. Dasgupta, "Experiments with Random Projection," The Sixteenth Conference on Uncertainty in Artificial Intelligence (UAI), 2000.
3. S. Deerwester, S. T. Dumais, T. K. Landauer, G. W. Fumas and R. A.Harshman, "Indexing by latent semantic analysis," Journal of the Society for Information Science, 41(6), pp. 391-407, 1990.
4. I. S. Dhillon and D. M. Modha, "Concept Decompositions for Large Sparse Text Data using Clustering," Machine Learning, 42:1, pp. 143-175, Jan 2001.
5. S. T. Dumais, "LSI meets TREC: A Status Report," Text Retrieval Conference, 1992.
6. The FASTICA toolbox: http://www.cis.hut.fi/projects/ica/fastica/
7. I. K. Fodor, "A Survey of Dimension Reduction Techniques," LLNL technical report, June 2002. UCRL-ID-148494.
8. D. Fradkin and D. Madigan, "Experiments with Random Projections for Machine Learning," in Proceedings of KDD 2003.
9. T. Hofmann, "Probabilistic Latent Semantic Indexing," in Proceedings of SIGIR, 1999.
10. W. B. Johnson and J. Lindenstrauss, "Extensions of Lipshitz mapping into Hilbert space," Conference in Modern Analysis and Probability, Volume 26, Contemporary Mathematics, pp. 189-206. American Mathematical Society, 1984.
11. S. Kaski, "Dimensionality Reduction by Random Mapping: Fast Similarity Computation for Clustering," in Proceedings of International Joint Conference on Neural Networks, 1998.
12. J. Larsen, L. K. Hansen, T. Kolenda, F. Å. Nielsen, "Independent Component Analysis in Multimedia Modeling," Fourth International Symposium on Independent Component Analysis and Blind Source Separation, pp. 687-696, 2003.
13. J. Lin and D. Gunopulos, "Dimensionality Reduction by Random Projection and Latent Semantic Indexing," in Proceedings of SDM'03 Conference, Text Mining Workshop, 2003.
14. C. H. Papadimitriou, H. Tamaki, P. Raghavan and S. Vempala, "Latent Semantic Indexing: A Probabilistic Analysis," in Proceedings of the ACM Conference on Principles of Database Systems, 1998.
15. P. Raghavan, "Information Retrieval Algorithms: A Survey", in Proceedings of the eighth annual ACM-SIAM symposium on Discrete algorithms, 1997