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Volumn 4203 LNAI, Issue , 2006, Pages 111-120

Improving SVM training by means of NTIL when the data sets are imbalanced

Author keywords

[No Author keywords available]

Indexed keywords

ARTIFICIAL INTELLIGENCE; COMPUTER SCIENCE; DATA REDUCTION; HEURISTIC METHODS; NEURAL NETWORKS; PERSONNEL TRAINING;

EID: 33750305698     PISSN: 03029743     EISSN: 16113349     Source Type: Book Series    
DOI: 10.1007/11875604_14     Document Type: Conference Paper
Times cited : (3)

References (14)
  • 1
    • 27144531570 scopus 로고    scopus 로고
    • A study of the behavior of several methods for balancing machine learning training data
    • Gustavo Batista. A study of the behavior of several methods for balancing machine learning training data. SIGKDD explorations, 6(1):20-29, 2004.
    • (2004) SIGKDD Explorations , vol.6 , Issue.1 , pp. 20-29
    • Batista, G.1
  • 2
    • 27144549260 scopus 로고    scopus 로고
    • Editorial: Special issue on learning from imbalance data sets
    • Nitesh V. Chawla, Nathalie Japkowicz, and Aleksander Kotcz. Editorial: Special issue on learning from imbalance data sets. SIGKDD explorations, 6(1);1-6, 2004.
    • (2004) SIGKDD Explorations , vol.6 , Issue.1 , pp. 1-6
    • Chawla, N.V.1    Japkowicz, N.2    Kotcz, A.3
  • 3
    • 34249753618 scopus 로고
    • Support-vector network
    • C. Cortes and V. Vapnik. Support-vector network. Machine Learning, (20):273-297, 1995.
    • (1995) Machine Learning , Issue.20 , pp. 273-297
    • Cortes, C.1    Vapnik, V.2
  • 5
    • 33845536164 scopus 로고    scopus 로고
    • The class imbalance problem: A sistematic study
    • Nathalie Japkowicz and Shaju Stephen. The class imbalance problem: A sistematic study. Intelligent Data Analysis, 6(5):429-449, 2002.
    • (2002) Intelligent Data Analysis , vol.6 , Issue.5 , pp. 429-449
    • Japkowicz, N.1    Stephen, S.2
  • 13
    • 63649136563 scopus 로고    scopus 로고
    • A comparative study of mlp-bsed artificial neural networks in text-indenpendent speaker verification against gmm-based systems
    • Borge Lindberg Paul Dalsgaard and Henrik Benner, editors. ISCA, 3-7 September
    • C. Vivaracho-Pascual, J. Ortega-Garcia, L. Alonso-Romero, and Q. MoroSancho. A comparative study of mlp-bsed artificial neural networks in text-indenpendent speaker verification against gmm-based systems. In Borge Lindberg Paul Dalsgaard and Henrik Benner, editors, Proc. of Eurospeech01. volume 3, pages 1753-1756. ISCA, 3-7 September 2001.
    • (2001) Proc. of Eurospeech01. , vol.3 , pp. 1753-1756
    • Vivaracho-Pascual, C.1    Ortega-Garcia, J.2    Alonso-Romero, L.3    Morosancho, Q.4
  • 14
    • 20844458491 scopus 로고    scopus 로고
    • Mining with rarity. A unifing framework
    • Gary M. Weiss. Mining with rarity. A unifing framework. SIGKDD explorations, 6(1):7-19, 2004.
    • (2004) SIGKDD Explorations , vol.6 , Issue.1 , pp. 7-19
    • Weiss, G.M.1


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.