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Volumn WS-06-06, Issue , 2006, Pages 6-11

Why question machine learning evaluation methods? (An illustrative review of the shortcomings of current methods)

Author keywords

[No Author keywords available]

Indexed keywords

CONFIDENCE ESTIMATION METHODS; EVALUATION METHODS; T-TEST;

EID: 33845990606     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: None     Document Type: Conference Paper
Times cited : (72)

References (10)
  • 2
    • 0034592774 scopus 로고    scopus 로고
    • [Drummond, C. and Holte, R.], 2000, Explicitly Representing Expected Cost: An Alternative to ROC Representation. Proceedings of the Sixth ACM SIGKDD International Conference on Knowledge Discovery and Data Mining, pp. 198-207.
    • [Drummond, C. and Holte, R.], 2000, "Explicitly Representing Expected Cost: An Alternative to ROC Representation". Proceedings of the Sixth ACM SIGKDD International Conference on Knowledge Discovery and Data Mining, pp. 198-207.
  • 3
    • 33846015781 scopus 로고    scopus 로고
    • [Drummond, C. and Holte, R., 2005], Learning to Live with False Alarms, Data Mining Methods for Anomaly Detection workshop at the 11th ACM SIGKDD International Conference on Knowledge Discovery and Data Mining (KDD 2005). pp. 21-24.
    • [Drummond, C. and Holte, R., 2005], "Learning to Live with False Alarms", Data Mining Methods for Anomaly Detection workshop at the 11th ACM SIGKDD International Conference on Knowledge Discovery and Data Mining (KDD 2005). pp. 21-24.
  • 4
    • 33845983215 scopus 로고    scopus 로고
    • [Elazmeh, 2006], Personnal Communication.
    • [Elazmeh, 2006], Personnal Communication.
  • 5
    • 33845999868 scopus 로고    scopus 로고
    • AAAI'2006 Workshop on Machine Learning Evaluation
    • [Elazmeh, W., Japkowicz, N., and Matwin, S., 2006], "A Framework for Measuring Classification Difference with Imbalance", AAAI'2006 Workshop on Machine Learning Evaluation
    • (2006)
    • Elazmeh, W.1    Japkowicz, N.2    Matwin, S.3
  • 8
    • 0035283313 scopus 로고    scopus 로고
    • Robust Classification for Imprecise Environments
    • [Provost, F. & Fawcett, T.], "Robust Classification for Imprecise Environments", Machine Learning Journal, vol 42, no.3, 2001
    • (2001) Machine Learning Journal , vol.42 , Issue.3
    • Provost, F.1    Fawcett, T.2
  • 9
    • 27144463192 scopus 로고    scopus 로고
    • [Salzberg, S.], On Comparing Classifiers: Pitfalls to Avoid and a Recommended Approach, Data Mining and Knowledge Discovery 1:3 (1997), 317-327.
    • [Salzberg, S.], On Comparing Classifiers: "Pitfalls to Avoid and a Recommended Approach", Data Mining and Knowledge Discovery 1:3 (1997), 317-327.
  • 10
    • 33845982149 scopus 로고    scopus 로고
    • [Sokolova, M., Japkowicz, N. and Szpakowicz, S.], On Evaluation of Learning from new Types of Data, Submitted to the AAAI '2006 Workshop on Machine Learning Evaluation
    • [Sokolova, M., Japkowicz, N. and Szpakowicz, S.], "On Evaluation of Learning from new Types of Data", Submitted to the AAAI '2006 Workshop on Machine Learning Evaluation


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.