메뉴 건너뛰기




Volumn 1, Issue , 2012, Pages 197-205

On the (Non-)existence of convex, calibrated surrogate losses for ranking

Author keywords

[No Author keywords available]

Indexed keywords

CONVEX FUNCTIONS; EVALUATION METRICS; LEARNING TO RANK; NEAR-OPTIMAL; RANKING PROBLEMS; SCORING FUNCTIONS; SEARCH ENGINE EVALUATIONS; SURROGATE RISKS;

EID: 84877756508     PISSN: 10495258     EISSN: None     Source Type: Conference Proceeding    
DOI: None     Document Type: Conference Paper
Times cited : (48)

References (27)
  • 5
  • 6
    • 80053460837 scopus 로고    scopus 로고
    • Yahoo! learning to rank challenge overview
    • O. Chapelle and Y. Chang. Yahoo! learning to rank challenge overview. J. of Mach. Learn. Res., 14:1-24, 2011.
    • (2011) J. of Mach. Learn. Res. , vol.14 , pp. 1-24
    • Chapelle, O.1    Chang, Y.2
  • 8
    • 55349114379 scopus 로고    scopus 로고
    • Statistical analysis of bayes optimal subset ranking
    • D. Cossock and T. Zhang. Statistical analysis of bayes optimal subset ranking. IEEE Trans. Info. Theory, 54:5140-5154, 2008.
    • (2008) IEEE Trans. Info. Theory , vol.54 , pp. 5140-5154
    • Cossock, D.1    Zhang, T.2
  • 19
    • 80053451706 scopus 로고    scopus 로고
    • Surrogate losses and regret bounds for cost-sensitive classification with example-dependent costs
    • C. Scott. Surrogate losses and regret bounds for cost-sensitive classification with example-dependent costs. Proc. of the Intl. Conf. on Mach. Learn., pages 153-160, 2011.
    • (2011) Proc. of the Intl. Conf. on Mach. Learn. , pp. 153-160
    • Scott, C.1
  • 20
    • 34547483052 scopus 로고    scopus 로고
    • How to compare different loss functions and their risks
    • I. Steinwart. How to compare different loss functions and their risks. Constructive Approximation, 26(2):225-287, 2007.
    • (2007) Constructive Approximation , vol.26 , Issue.2 , pp. 225-287
    • Steinwart, I.1
  • 23
    • 53149132128 scopus 로고
    • Continuity of the bayes risk
    • R. A. Wijsman. Continuity of the bayes risk. The Annals of Math. Stat., 41(3):pp. 1083-1085, 1970.
    • (1970) The Annals of Math. Stat. , vol.41 , Issue.3 , pp. 1083-1085
    • Wijsman, R.A.1
  • 26
    • 26944483874 scopus 로고    scopus 로고
    • Statistical analysis of some multi-category large margin classification methods
    • T. Zhang. Statistical analysis of some multi-category large margin classification methods. J. of Mach. Learn. Res., 5:1225-1251, 2004.
    • (2004) J. of Mach. Learn. Res. , vol.5 , pp. 1225-1251
    • Zhang, T.1
  • 27
    • 4644257995 scopus 로고    scopus 로고
    • Statistical behavior and consistency of classification methods based on convex risk minimization
    • T. Zhang. Statistical behavior and consistency of classification methods based on convex risk minimization. The Annals of Stat., 32(1):pp. 56-85, 2004.
    • (2004) The Annals of Stat. , vol.32 , Issue.1 , pp. 56-85
    • Zhang, T.1


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.