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Volumn , Issue , 2008, Pages 263-270

BNS feature scaling: An improved representation over TF-IDF for SVM text classification

Author keywords

Feature selection; Feature weighting; IDF text representation; Machine learning; Support vector machine; Text classification; TF

Indexed keywords

FEATURE SELECTION; FEATURE WEIGHTING; IDF TEXT REPRESENTATION; MACHINE LEARNING; TEXT CLASSIFICATION; TF;

EID: 65749103423     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1145/1458082.1458119     Document Type: Conference Paper
Times cited : (137)

References (17)
  • 2
    • 70349246087 scopus 로고    scopus 로고
    • Forman, G. BNS Scaling: A Complement to Feature Selection for SVM Text Classification. Hewlett-Packard Labs Tech Report HPL-2006-19, 2006.
    • Forman, G. BNS Scaling: A Complement to Feature Selection for SVM Text Classification. Hewlett-Packard Labs Tech Report HPL-2006-19, 2006.
  • 6
    • 14344259210 scopus 로고    scopus 로고
    • Text Categorization with Many Redundant Features: Using Aggressive Feature Selection to Make SVMs Competitive with C4.5
    • ICML
    • Gabilovich, E. and Markovitch, S. Text Categorization with Many Redundant Features: Using Aggressive Feature Selection to Make SVMs Competitive with C4.5. In Proc. of the 21st Intl. Conf. on Machine Learning(ICML), 2004.
    • (2004) Proc. of the 21st Intl. Conf. on Machine Learning
    • Gabilovich, E.1    Markovitch, S.2
  • 15
    • 0031073477 scopus 로고    scopus 로고
    • A Review and Empirical Evaluation of Feature Weighting Methods for a Class of Lazy Learning Algorithms
    • Wettschereck, D., Aha, D. W., and Mohri, T. A Review and Empirical Evaluation of Feature Weighting Methods for a Class of Lazy Learning Algorithms. Artificial Intelligence Review 11, 1-5, 273-314, 1997.
    • (1997) Artificial Intelligence Review , vol.11 , Issue.1-5 , pp. 273-314
    • Wettschereck, D.1    Aha, D.W.2    Mohri, T.3
  • 17
    • 0003141935 scopus 로고    scopus 로고
    • A Comparative Study on Feature Selection in Text Categorization
    • Yang, Y. and Pedersen, J. A Comparative Study on Feature Selection in Text Categorization. In Proc. of the Intl. Conf. on Machine Learning(ICML):412-420, 1997.
    • (1997) Proc. of the Intl. Conf. on Machine Learning , vol.949 , pp. 412-420
    • Yang, Y.1    Pedersen, J.2


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.