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Volumn 16, Issue 2, 2002, Pages 204-207

On machine learning, ROC analysis, and statistical tests of significance

Author keywords

[No Author keywords available]

Indexed keywords

ALGORITHMS; COMPUTER SIMULATION; DECISION MAKING; MONTE CARLO METHODS; PATTERN RECOGNITION; PROBLEM SOLVING; STATISTICAL METHODS; ANALYSIS OF VARIANCE (ANOVA); ARTIFICIAL INTELLIGENCE; INTELLIGENT SYSTEMS; LEARNING SYSTEMS; POPULATION STATISTICS;

EID: 33751566114     PISSN: 10514651     EISSN: None     Source Type: Conference Proceeding    
DOI: None     Document Type: Conference Paper
Times cited : (15)

References (18)
  • 3
    • 0034028155 scopus 로고    scopus 로고
    • Components-of-variance models and multiple-bootstrap experiments: An alternative method for random-effects ROC analysis
    • S. Beiden, R. Wagner, and G. Campbell. Components-of-variance models and multiple-bootstrap experiments: An alternative method for random-effects ROC analysis. Academic Radiology, 7:341-349, 2000.
    • (2000) Academic Radiology , vol.7 , pp. 341-349
    • Beiden, S.1    Wagner, R.2    Campbell, G.3
  • 4
    • 0031191630 scopus 로고    scopus 로고
    • The use of the area under the ROC curve in the evaluation of machine learning algorithms
    • A. Bradley. The use of the area under the ROC curve in the evaluation of machine learning algorithms. Pattern Recognition, 30(7): 1145-1159, 1997.
    • (1997) Pattern Recognition , vol.30 , Issue.7 , pp. 1145-1159
    • Bradley, A.1
  • 5
    • 0026664983 scopus 로고
    • Receiver Operating Characteristic rating analysis: Generalization to the population of readers and patients with the Jackknife method
    • D. Dorfman, K. Berbaum, and C. Metz. Receiver Operating Characteristic rating analysis: Generalization to the population of readers and patients with the Jackknife method. Investigative Radiology, 27:723-731, 1992.
    • (1992) Investigative Radiology , vol.27 , pp. 723-731
    • Dorfman, D.1    Berbaum, K.2    Metz, C.3
  • 7
    • 0141463840 scopus 로고
    • Jackknife methods
    • S. Kotz, N. Johnson, and C. Read, editors. John Wiley & Sons, New York, NY
    • D. Hinkley. Jackknife methods. In S. Kotz, N. Johnson, and C. Read, editors, Encyclopedia of statistical sciences, volume 4, pages 280-287. John Wiley & Sons, New York, NY, 1983.
    • (1983) Encyclopedia of Statistical Sciences , vol.4 , pp. 280-287
    • Hinkley, D.1
  • 10
    • 0024511244 scopus 로고
    • Some practical issues of experimental design and data analysis in radiological ROC studies
    • C. Metz. Some practical issues of experimental design and data analysis in radiological ROC studies. Investigative Radiology, 24:234-245, 1989.
    • (1989) Investigative Radiology , vol.24 , pp. 234-245
    • Metz, C.1
  • 13
    • 0031111487 scopus 로고    scopus 로고
    • Dorfman-Berbaum-Metz method for statistical analysis of multireader, multimodality receiver operating characteristic data: Validation with computer simulation
    • C. Roe and C. Metz. Dorfman-Berbaum-Metz method for statistical analysis of multireader, multimodality receiver operating characteristic data: Validation with computer simulation. Academic Radiology, 4:298-303, 1997.
    • (1997) Academic Radiology , vol.4 , pp. 298-303
    • Roe, C.1    Metz, C.2
  • 17
    • 0141981285 scopus 로고
    • On the statistical analysis of ROC curves
    • M. Thompson and W. Zucchini. On the statistical analysis of ROC curves. Statistics in Medicine, 18:452-462, 1986.
    • (1986) Statistics in Medicine , vol.18 , pp. 452-462
    • Thompson, M.1    Zucchini, W.2
  • 18
    • 0031150149 scopus 로고    scopus 로고
    • Generating ROC curves for artificial neural networks
    • K. Woods and K. Bowyer. Generating ROC curves for artificial neural networks. IEEE Transactions on Medical Imaging. 16(3):329-337, 1997.
    • (1997) IEEE Transactions on Medical Imaging , vol.16 , Issue.3 , pp. 329-337
    • Woods, K.1    Bowyer, K.2


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.