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Volumn 2, Issue , 2003, Pages 616-623

Tackling the Poor Assumptions of Naive Bayes Text Classifiers

Author keywords

[No Author keywords available]

Indexed keywords

MULTINOMIAL MODELS; NAIVE BAYES CLASSIFIERS; SUPPORT VECTOR MACHINE (SVM);

EID: 1942484786     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: None     Document Type: Conference Paper
Times cited : (926)

References (16)
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    • Beyond independence: Conditions for the optimality of the simple Bayesian classifier
    • Domingos, P., & Pazzani, M. (1996). Beyond independence: conditions for the optimality of the simple Bayesian classifier. Proceedings of ICML '96.
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    • Using error-correcting codes for text classification
    • Ghani, R. (2000). Using error-correcting codes for text classification. Proceedings of ICML '00.
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    • Ghani, R.1
  • 6
    • 0242625254 scopus 로고    scopus 로고
    • Scaling multi-class Support Vector Machines using interclass confusion
    • Godbole, S., Sarawagi, S., & Chakrabarti, S. (2002). Scaling multi-class Support Vector Machines using interclass confusion. Proceedings of SIGKDD.
    • (2002) Proceedings of SIGKDD
    • Godbole, S.1    Sarawagi, S.2    Chakrabarti, S.3
  • 8
    • 0000636553 scopus 로고    scopus 로고
    • Text categorization with support vector machines: Learning with many relevant features
    • Joachims, T. (1998). Text categorization with support vector machines: Learning with many relevant features. Proceedings of ECML '98.
    • (1998) Proceedings of ECML '98
    • Joachims, T.1
  • 9
    • 84953744816 scopus 로고
    • A statistical interpretation of term specificity and its application in retrieval
    • Jones, K. S. (1972). A statistical interpretation of term specificity and its application in retrieval. Journal of Documentation, 28, 11-21.
    • (1972) Journal of Documentation , vol.28 , pp. 11-21
    • Jones, K.S.1
  • 10
    • 0030092468 scopus 로고    scopus 로고
    • Distribution of content words and phrases in text and language modelling
    • Katz, S. (1996). Distribution of content words and phrases in text and language modelling. Natural Language Engineering, 2, 15-60.
    • (1996) Natural Language Engineering , vol.2 , pp. 15-60
    • Katz, S.1
  • 11
    • 0001409330 scopus 로고    scopus 로고
    • Naive (Bayes) at forty: The independence assumption in information retrieval
    • Lewis, D. D. (1998). Naive (Bayes) at forty: The independence assumption in information retrieval. Proceedings of ECML '98.
    • (1998) Proceedings of ECML '98
    • Lewis, D.D.1
  • 12
    • 0001673996 scopus 로고    scopus 로고
    • A comparison of event models for naive Bayes text classification
    • McCallum, A., & Nigam, K. (1998). A comparison of event models for naive Bayes text classification. Proceedings of AAAI '98.
    • (1998) Proceedings of AAAI '98
    • McCallum, A.1    Nigam, K.2
  • 13
    • 45549117987 scopus 로고
    • Term-weighting approaches in automatic text retrieval
    • Salton, G., & Buckley, C. (1988). Term-weighting approaches in automatic text retrieval. Information Processing and Management, 24, 513-523.
    • (1988) Information Processing and Management , vol.24 , pp. 513-523
    • Salton, G.1    Buckley, C.2
  • 15
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    • A re-examination of text categorization methods
    • Yang, Y., & Liu, X. (1999). A re-examination of text categorization methods. Proceedings of SIGIR '99.
    • (1999) Proceedings of SIGIR '99
    • Yang, Y.1    Liu, X.2
  • 16
    • 0001868572 scopus 로고    scopus 로고
    • Text categorization based on regularized linear classification methods
    • Zhang, T., & Oles, F. J. (2001). Text categorization based on regularized linear classification methods. Information Retrieval, 4, 5-31.
    • (2001) Information Retrieval , vol.4 , pp. 5-31
    • Zhang, T.1    Oles, F.J.2


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.