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Abstract: When documents are organized in a large number of topic categories, the categories are often arranged in a hierarchy. The U.S. patent database and Yahoo are two examples. (Update)
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BibTeX entry: (Update)
Andrew McCallum, Ronald Rosenfeld, Tom Mitchell, and Andrew Ng. Improving text classification by shrinkage in a hierarchy of classes. In ICML-98, pages 359--367, 1998. http://citeseer.ist.psu.edu/mccallum98improving.html More
@inproceedings{ mccallum98improving,
author = "Andrew K. McCallum and Ronald Rosenfeld and Tom M. Mitchell and Andrew Y. Ng",
title = "Improving text classification by shrinkage in a hierarchy of classes",
booktitle = "Proceedings of {ICML}-98, 15th International Conference on Machine Learning",
publisher = "Morgan Kaufmann Publishers, San Francisco, US",
address = "Madison, US",
editor = "Jude W. Shavlik",
pages = "359--367",
year = "1998",
url = "citeseer.ist.psu.edu/mccallum98improving.html" }
Citations (may not include all citations):2528 Maximum likelihood from incomplete data via the EM (context) - Dempster, Laird et al. - 1977
149 Interpolated estimation of markov source parameters from spa.. (context) - Jelinek, Mercer - 1980
135 Hierarchically classifying documents using very few words - Koller, Sahami - 1997
130 A probabilistic analysis of the Rocchio algorithm with TFIDF.. - Joachims - 1997
116 Beyond independence: Conditions for the optimality of the si.. - Domingos, Pazzani - 1997
97 A comparison of two learning algorithms for text categorizat.. - Lewis, Ringuette - 1994
88 Bayes and Empirical Bayes Methods for Data Analysis (context) - Carlin, Louis - 1996
81 Developments in automatic text retrieval (context) - Salton - 1991
80 Learning to classify text from labeled and unlabeled documen.. - Nigam, McCallum et al. - 1998
64 A tree-based statistical language model for natural language.. (context) - Bahl, Brown et al. - 1989
45 Estimation with quadratic loss (context) - James, Stein - 1961
41 Feature selection in statistical learning of text categoriza.. (context) - Yang, Pederson - 1997
30 Inadmissibility of the usual estimator for the mean of a mul.. (context) - Stein - 1955
23 Using story topics for language model adaptation - Seymore, Rosenfeld - 1997
20 An evaluation of statistical approaches to text categorizati.. (context) - Yang - 1997
16 Adaptive mixtures of probabilistic transducers - Singer - 1997
6 Conditions for the equivalence of hierarchical and flat Baye.. (context) - Mitchell - 1998
The graph only includes citing articles where the year of publication is known.
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