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We investigate the problem of multiclass classification with rejection, where a classifier can choose not to make a prediction to avoid critical misclassification.
An optimum character recognition system using decision functions
C. K. Chow · 1957
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On optimum recognition error and reject tradeoff
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A statistical decision rule with incomplete knowledge about classes
B. Dubuisson and M. Masson · 1993
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Local Rademacher complexities
P. L. Bartlett, O. Bousquet, and S. Mendelson · 2002
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On the difficulty of approximately maximizing agreements
S. Ben-David, N. Eiron, and P. M. Long · 2003
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Convexity, classification, and risk bounds
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Pattern Recognition and Machine Learning
C. M. Bishop · 2006
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Classification with reject option
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On the consistency of multiclass classification methods
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A novel classification-rejection sphere SVMs for multi-class classification problems
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M. D. Reid and R. C. Williamson · 2010
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M. Mohri, A. Rostamizadeh, and A. Talwalkar · 2012
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UCI machine learning repository, 2013
M. Lichman et al · 2013
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Multiclass classification calibration functions
B. Á. Pires and C. Szepesvári · 2016
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Machine learning with abstention for automated liver disease diagnosis
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Online learning with abstention
C. Cortes, G. DeSalvo, C. Gentile, M. Mohri, and S. Yang · 2018
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Classification methods with reject option based on convex risk minimization
M. Yuan and M. H. Wegkamp · 2010
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Composite multiclass losses
E. Vernet, M. D. Reid, and R. C. Williamson · 2011
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Support vector machines with a reject option
M. Wegkamp and M. Yuan · 2011
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Learning with rejection
C. Cortes, G. DeSalvo, and M. Mohri
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Boosting with abstention
C. Cortes, G. DeSalvo, and M. Mohri
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Statistical analysis of some multi-category large margin classification methods
T. Zhang
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Structured output learning with abstention: Application to accurate opinion prediction
A. Garcia, S. Essid, C. Clavel, and F. d’Alché Buc · 2018
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Consistent algorithms for multiclass classification with an abstain option
H. G. Ramaswamy, A. Tewari, and S. Agarwal · 2018
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On the convergence of Adam and beyond
S. J. Reddi, S. Kale, and S. Kumar · 2018
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