메뉴 건너뛰기




Volumn 2, Issue , 2012, Pages 1863-1870

Minimizing the misclassification error rate using a surrogate convex loss

Author keywords

[No Author keywords available]

Indexed keywords

AGNOSTIC SETTING; BINARY CLASSIFICATION; ERROR RATE; LINEAR PREDICTORS; LOSS FUNCTIONS; MISCLASSIFICATION ERROR;

EID: 84867129520     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: None     Document Type: Conference Paper
Times cited : (33)

References (15)
  • 3
    • 18244390064 scopus 로고    scopus 로고
    • On robustness properties of convex risk minimization methods for pattern recognition
    • December ISSN 1532-4435
    • Christmann, Andreas and Steinwart, Ingo. On robustness properties of convex risk minimization methods for pattern recognition. J. Mach. Learn. Res., 5:1007-1034, December 2004. ISSN 1532-4435.
    • (2004) J. Mach. Learn. Res. , vol.5 , pp. 1007-1034
    • Christmann, A.1    Steinwart, I.2
  • 4
    • 55249114173 scopus 로고    scopus 로고
    • Agnostically learning halfspaces
    • March ISSN 0097-5397
    • Kalai, Adam Tauman, Klivans, Adam R., Mansour, Yishay, and Servedio, Rocco A. Agnostically learning halfspaces. SIAM J. Comput, 37:1777-1805, March 2008. ISSN 0097-5397.
    • (2008) SIAM J. Comput , vol.37 , pp. 1777-1805
    • Kalai, A.T.1    Klivans, A.R.2    Mansour, Y.3    Servedio, R.A.4
  • 9
    • 77956005954 scopus 로고    scopus 로고
    • On the Design of Loss Functions for Classification: Theory, robustness to outliers, and SavageBoost
    • Masnadi-Shirazi, Hamed and Vasconcelos, Nuno. On the Design of Loss Functions for Classification: theory, robustness to outliers, and SavageBoost. In Advances in Neural Information Processing Systems 21, pp. 1049-1056. 2009.
    • (2009) Advances in Neural Information Processing Systems , vol.21 , pp. 1049-1056
    • Masnadi-Shirazi, H.1    Vasconcelos, N.2
  • 10
    • 78649415021 scopus 로고    scopus 로고
    • On the efficient minimization of classification calibrated surrogates
    • Nock, Richard and Nielsen, Frank. On the efficient minimization of classification calibrated surrogates. In NIPS'08, pp. 1201-1208, 2008.
    • (2008) NIPS'08 , pp. 1201-1208
    • Nock, R.1    Nielsen, F.2
  • 14
    • 85162053390 scopus 로고    scopus 로고
    • Smoothness, low noise and fast rates
    • Srebro, N., Sridharan, K., and Tewari, A. Smoothness, low noise and fast rates. In NIPS, 2010.
    • (2010) NIPS
    • Srebro, N.1    Sridharan, K.2    Tewari, A.3


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.