Support Vector Machines are Universally Consistent

Elsevier BV - Tập 18 Số 3 - Trang 768-791 - 2002
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Tài liệu tham khảo

Boser, 1992, A training algorithm for optimal margin classifiers, 144 Burges, 2000, Uniqueness of the SVM solution, 2, 223 Carl, 1990 Cortes, 1995, Support vector networks, Mach. Learning, 20, 273, 10.1007/BF00994018 Cristianini, 2000 Devroye, 1997 Dudley, 1984, A course on empirical processes, Lecture Notes Math., 1097, 1, 10.1007/BFb0099432 Schölkopf, 2002 Steinwart, 2001, On the influence of the kernel on the consistency of support vector machines, J. Mach. Learning Res., 2, 67 Vapnik, 1998 Vapnik, 1963, Pattern recognition using generalized portrait method, Automat. Remote Control, 24, 774