지원사업
학술연구/단체지원/교육 등 연구자 활동을 지속하도록 DBpia가 지원하고 있어요.
커뮤니티
연구자들이 자신의 연구와 전문성을 널리 알리고, 새로운 협력의 기회를 만들 수 있는 네트워킹 공간이에요.
논문 기본 정보
- 자료유형
- 학술저널
- 저자정보
- 발행연도
- 2014.12
- 수록면
- 1,521 - 1,530 (10page)
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초록· 키워드
오류제보하기
The ROC analysis is considered for multiple class diagnosis. There exist many cri-teria to find optimal thresholds and measure the accuracy of diagnostic tests for k dimensional ROC analysis. In this paper, we proposed a diagnostic accuracy measure called the correct classification simple rate, which is defined as the summation of true rates for each classification distribution and expressed as a function of summation of sequential true rates for two consecutive distributions. This measure does not weight accuracy across categories by the category prevalence and is comparable across popula-tions for multiple class diagnosis. It is found that this accuracy measure does not only have a relationship with Kolmogorov - Smirnov statistics, but also can be represented as a linear function of some optimal threshold criteria. With these facts, the suggested measure could be applied to test for comparing multiple distributions.
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참고문헌 (27)
참고문헌 신청
1. [학술지(정기간행물)] - Connell, F. A. / 1985 / Measures of gain in certainty from a diagnostic test / American Journal of Epidiology 121 : 744 ~ 753
2. [학술지(정기간행물)] - David, H. T. / 1958 / A three-sample Kolmogorov-Smirnov test / The Annals of Mathematical Statistics 29 : 842 ~ 851
3. [학술지(정기간행물)] - Dreiseitl, S. / 2000 / Comparing three class diagnostic tests by three-way ROC analysis / Medical Decision Making 20 : 323 ~ 331
4. [보고서] - Engelmann, B. / 2003 / Measuring the discriminative power of rating systems
5. [보고서] - Fawcett, T. / 2003 / ROC graphs: Notes and practical considerations for data mining researchers
2. [학술지(정기간행물)] - David, H. T. / 1958 / A three-sample Kolmogorov-Smirnov test / The Annals of Mathematical Statistics 29 : 842 ~ 851
3. [학술지(정기간행물)] - Dreiseitl, S. / 2000 / Comparing three class diagnostic tests by three-way ROC analysis / Medical Decision Making 20 : 323 ~ 331
4. [보고서] - Engelmann, B. / 2003 / Measuring the discriminative power of rating systems
5. [보고서] - Fawcett, T. / 2003 / ROC graphs: Notes and practical considerations for data mining researchers
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UCI(KEPA) : I410-ECN-0101-2018-041-001375833