Alternate document: Details Improving Text Classification by Shrinkage in a Hierarchy of Classes (98) Andrew McCallum, Ronald Rosenfeld, Tom Mitchell, Andrew Y. Ng |
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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.comp.nus.edu.sg/mccallum98improving.html More
@misc{ mccallum98improving,
author = "A. McCallum and R. Rosenfeld and T. Mitchell and A. Ng",
title = "Improving text classification by shrinkage in a hierarchy of classes",
text = "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.",
year = "1998",
url = "citeseer.comp.nus.edu.sg/mccallum98improving.html" }
Citations (may not include all citations):
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Maximum likelihood from incomplete data via the EM (context) - Dempster, Laird et al. - 1977
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Interpolated estimation of markov source parameters from spa.. (context) - Jelinek, Mercer - 1980
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Hierarchically classifying documents using very few words
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121
A probabilistic analysis of the Rocchio algorithm with TFIDF..
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Beyond independence: Conditions for the optimality of the si..
- Domingos, Pazzani - 1997
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A comparison of two learning algorithms for text categorizat..
- Lewis, Ringuette - 1994
81
Bayes and Empirical Bayes Methods for Data Analysis (context) - Carlin, Louis - 1996
78
Developments in automatic text retrieval (context) - Salton - 1991
73
Learning to classify text from labeled and unlabeled documen..
- Nigam, McCallum et al. - 1998
63
A tree-based statistical language model for natural language.. (context) - Bahl, Brown et al. - 1989
41
Feature selection in statistical learning of text categoriza.. (context) - Yang, Pederson - 1997
41
Estimation with quadratic loss (context) - James, Stein - 1961
28
Inadmissibility of the usual estimator for the mean of a mul.. (context) - Stein - 1955
19
An evaluation of statistical approaches to text categorizati.. (context) - Yang - 1997
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Using story topics for language model adaptation
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Adaptive mixtures of probabilistic transducers
- Singer - 1997
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Conditions for the equivalence of hierarchical and flat Baye.. (context) - Mitchell - 1998
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