Author:
Zou Bin,Xu Zongben,Chang Xiangyu
Publisher
Springer Science and Business Media LLC
Subject
Applied Mathematics,Computational Mathematics
Reference26 articles.
1. Bartlett, P.L., Lugosi, G.: An inequality for uniform deviations of sample averages from their means. Stat. Probab. Lett. 4, 55–62 (1999)
2. Bousquet, O.: New approaches to statistical learning theory. Ann. Inst. Stat. Math. 55, 371–389 (2003)
3. Chen, D.R., Wu, Q., Ying, Y.M., Zhou, D.X.: Support vector machine soft margin clossifiers: error analysis. J. Mach. Learn. Res. 5, 1143–1175 (2004)
4. Cucker, F., Smale, S.: On the mathematical foundations of learning. Bull. Am. Math. Soc. 39, 1–49 (2001)
5. Cucker, F., Smale, S.: Best choices for regularization parameters in learning theory: on the bias-variance problem. Found. Comput. Math. 2, 413–428 (2002)
Cited by
5 articles.
订阅此论文施引文献
订阅此论文施引文献,注册后可以免费订阅5篇论文的施引文献,订阅后可以查看论文全部施引文献
1. Generalization bounds of incremental SVM;International Journal of Wavelets, Multiresolution and Information Processing;2024-06-27
2. Learning from non-irreducible Markov chains;Journal of Mathematical Analysis and Applications;2023-07
3. Generalization ability of online pairwise support vector machine;Journal of Mathematical Analysis and Applications;2021-05
4. Generalization and Robustness of Batched Weighted Average Algorithm with V-Geometrically Ergodic Markov Data;Lecture Notes in Computer Science;2013
5. Generalization bounds of ERM algorithm with Markov chain samples;Acta Mathematicae Applicatae Sinica, English Series;2011-07-25