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Abstract: The paper presents on-going work towards deeper understanding of the factors influencing the performance of the Latent Semantic Analysis (LSA). Unlike previous attempts that concentrate on problems such as matrix elements weighting, space dimensionality selection, similarity measure etc., we primarily study the impact of another, often neglected, but fundamental element of LSA (and of any text processing technique) : the definition of "word". For the purpose, a balanced corpus of... (Update)
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BibTeX entry: (Update)
Nakov P., E. Valchanova, G. Angelova. Towards Deeper Understanding of LSA Performance. In Proc. Recent Advances in Natural Language Processing. pp. 311-318, Borovetz, Bulgaria, 2003. http://citeseer.ist.psu.edu/nakov03towards.html More
@misc{ nakov03towards,
author = "P. Nakov and E. Valchanova and G. Angelova",
title = "Towards Deeper Understanding of LSA Performance",
text = "Nakov P., E. Valchanova, G. Angelova. Towards Deeper Understanding of LSA
Performance. In Proc. Recent Advances in Natural Language Processing. pp.
311-318, Borovetz, Bulgaria, 2003.",
year = "2003",
url = "citeseer.ist.psu.edu/nakov03towards.html" }
Citations (may not include all citations):976 Machine Learning (context) - Mitchell - 1996
568 Indexing by Latent Semantic Analysis - Deerwester, Dumais et al. - 1990
288 Relevance feedback in information retrieval (context) - Rocchio - 1971
263 Latent Semantic Indexing is an Optimal Special Case of Multi.. - Bartell, Cottrell et al. - 1992
149 An evaluation of statistical approaches to text categorizati.. - Yang - 1999
130 A probabilistic analysis of the Rocchio algorithm with TFIDF.. - Joachims - 1997
128 the optimality of the simple Bayesian classifier under zero-.. - Domingos, Pazzani - 1997
100 Personalized information delivery: An analysis of informatio.. (context) - Foltz, Dumais - 1992
97 A comparison of two learning algorithms for text categorizat.. - Lewis, Ringuette - 1994
70 Viewing Morphology as an Inference Process - Krovetz - 1993
59 A neural network approach to topic spotting - Wiener, Pedersen et al. - 1993
39 Stemming Algorithms: A Case study for detailed evaluation - Hull - 1996
25 How effective is suffixing (context) - Harman - 1991
8 Feature Engineering for Text Classification - Scott, Matwin - 1999
7 Porter's stemming algorithm for Dutch - Kraaij, Pohlmann
5 Stemming of French words based on grammatical categories (context) - Savoy - 1993
3 Getting Better Results with Latent Semantic Indexing - Nakov - 2000
2 A statistical interpretation of term specificity and its app.. (context) - Spark-Jones - 1972
2 Introduction to LSA (context) - Landauer, Foltz et al. - 1998
2 Weight functions impact on LSA performance (context) - Nakov, Popova et al. - 2001
1 What is the role of NLP in text retrieval (context) - Spark-Jones - 1999
1 Text, Speech and Language Technology (context) - Information, Academic et al. - 1999
1 Stemka: Morphological analyzer for small search systems (context) - Kovalenko - 2002
1 A Solution to Plato's Problem: The LSA Theory of Acquisition (context) - Landauer, Dumais - 1997
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