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Discretizing Continuous Attributes in AdaBoost for Text Categorization (2003)  (Make Corrections)  (2 citations)
Pio Nardiello, Fabrizio Sebastiani, Alessandro Sperduti



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Abstract: We focus on two recently proposed algorithms in the family of \boosting"-based learners for automated text classi cation, AdaBoost. (Update)

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Nardiello, P., Sebastiani, F. & Sperduti, A., Discretizing continuous attributes in AdaBoost for text categorization. Proceedings of ECIR-03, 25th European Conference on Information Retrieval, ed. F. Sebastiani, Springer Verlag: Pisa, IT, pp. 320--334, 2003. http://citeseer.ist.psu.edu/nardiello03discretizing.html   More

@misc{ nardiello03discretizing,
  author = "P. Nardiello and F. Sebastiani and A. Sperduti",
  title = "Discretizing continuous attributes in AdaBoost for text categorization",
  text = "Nardiello, P., Sebastiani, F. & Sperduti, A., Discretizing continuous attributes
    in AdaBoost for text categorization. Proceedings of ECIR-03, 25th European
    Conference on Information Retrieval, ed. F. Sebastiani, Springer Verlag:
    Pisa, IT, pp. 320--334, 2003.",
  year = "2003",
  url = "citeseer.ist.psu.edu/nardiello03discretizing.html" }
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976   Machine learning (context) - Mitchell - 1996
509   A decision-theoretic generalization of on-line learning and .. - Freund, Schapire - 1997
463   Term-weighting approaches in automatic text retrieval (context) - Salton, Buckley - 1988
215   A comparative study on feature selection in text categorizat.. - Yang, Pedersen - 1997
203   Multi-interval discretization of continuous-valued attribute.. (context) - Fayyad, Irani - 1993
171   Supervised and unsupervised discretization of continuous fea.. - Dougherty, Kohavi et al. - 1995
139   Machine learning in automated text categorization - Sebastiani - 2002
85   Chimerge: Discretization of numeric attributes (context) - Kerber - 1998
76   BoosTexter: a boosting-based system for text categorization - Schapire, Singer - 2000
52   Improved use of continuous attributes in C - Quinlan - 1996
41   Error-based and entropy-based discretization of continuous f.. - Kohavi, Sahami - 1996
39   Improved boosting algorithms using con dence-rated predictio.. (context) - Schapire, Singer - 1999
32   Evaluating and optimizing autonomous text classi cation syst.. - Lewis - 1995
23   Compression-based discretization of continuous attributes - Pfahringer - 1995
18   Very simple classi cation rules perform well on most commonl.. (context) - Holte - 1993

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