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 [cssmall.gif] @ NUS Home/Search Context Related View or download: umass.edu/~mccallu...hiericml98s.ps.gz Cached: PS.gz PS PDF Image Update Help From: umass.edu/~mccallum/papers/ (more) (Enter author homepages) Rate this article: [r1.gif] [r2.gif] [r3.gif] [r4.gif] [r5.gif] (best) Comment on this article (Enter summary) 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) Cited by: More UW CSE Technical Report 03-06-02 - The Trajectory Mixture (Correct) Extracting Social Networks and Contact Information From Email - And The Web (2004) (Correct) Predicting Library of Congress Classifications from Library.. - Frank, Paynter (2004) (Correct) Similar documents (at the sentence level): 62.6%: Improving Text Classification by Shrinkage in a.. - McCallum, Rosenfeld, .. (1998) (Correct) Active bibliography (related documents): More All 0.1: Towards a Comprehensive Topic Hierarchy for News - Boyapati (2000) (Correct) 0.1: Context-Sensitive Modeling of Web-Surfing Behaviour using.. - Acharyya, Ghosh (Correct) 0.0: New Techniques In Intelligent Information Filtering - Macskassy (2003) (Correct) Similar documents based on text: More All 0.3: Learning Hidden Markov Model Structure for Information Extraction - Seymore (1999) (Correct) 0.3: Building Domain-Specific Search Engines with Machine .. - McCallum, Nigam.. (1999) (Correct) 0.3: Learning to Classify Text from Labeled and Unlabeled.. - Nigam, McCallum, Thrun, .. (1998) (Correct) Related documents from co-citation: More All 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 14: Text categorization with Support Vector Machines: Learning with many relevant fe.. - Joachims - 1998 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 [docyear582940.png] The graph only includes citing articles where the year of publication is known. Documents on the same site (http://www.cs.umass.edu/~mccallum/papers/): More A Note on the Unification of Information Extraction and Data .. - McCallum, Jensen (2003) (Correct) Toward Conditional Models of Identity Uncertainty with.. - McCallum, Wellner (2003) (Correct) Employing EM in Pool-Based Active Learning for Text.. - McCallum, Nigam (1998) (Correct) Online articles have much greater impact More about CiteSeer.IST at NUS Add search form to your site Submit documents Feedback CiteSeer.IST at NUS - Copyright Penn State and NEC. 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