Alternate document:   Details   Improving Text Classification by Shrinkage in a Hierarchy of Classes (98) Andrew McCallum, Ronald Rosenfeld, Tom Mitchell, Andrew Y. Ng

Improving Text Classification by Shrinkage in a Hierarchy of Classes (1998)  (Make Corrections)  (59 citations)
Andrew McCallum, Ronald Rosenfeld, Tom Mitchell, Andrew 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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22:   Hierarchically classifying documents using very few words - Koller, Sahami - 1997
15:   Maximum Likelihood from Incomplete Data via the EM Algorithm (context) - Dempster, Laird et al. - 1977
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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):
2465   Maximum likelihood from incomplete data via the EM (context) - Dempster, Laird et al. - 1977
141   Interpolated estimation of markov source parameters from spa.. (context) - Jelinek, Mercer - 1980
130   Hierarchically classifying documents using very few words - Koller, Sahami - 1997
121   A probabilistic analysis of the Rocchio algorithm with TFIDF.. - Joachims - 1997
115   Beyond independence: Conditions for the optimality of the si.. - Domingos, Pazzani - 1997
94   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
18   Using story topics for language model adaptation - Seymore, Rosenfeld - 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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