Exact combinatorial bounds on the probability of overfitting for empirical risk minimization

Author:

Vorontsov K. V.

Publisher

Pleiades Publishing Ltd

Subject

Computer Graphics and Computer-Aided Design,Computer Vision and Pattern Recognition

Reference23 articles.

1. P. V. Botov, “Exact Bounds for the Probability of Overfitting for Monotone and Unimodal Sets of Predictors,” in Proceedings of the 14th Russian Conference on Mathematical Methods of Pattern Recognition (MAKS Press, Moscow, 2009), pp. 7–10.

2. K. V. Vorontsov, “Combinatorial Approach to Estimating the Quality of Learning Algorithms,” in Mathematics Problems of Cybernetics Ed. by O.B. Lupanov (Fizmatlit, Moscow, 2004), Vol. 13, pp. 5–36.

3. D. A. Kochedykov, “Similarity Structures in Sets of Classifiers and Generalization Bounds,” in Proceedings of the 14th Russian Conference on Mathematical Methods of Pattern Recognition (MAKS Press, Moscow, 2009), pp. 45–48.

4. A. I. Frey, “Exact Bounds for the Probability of Overfitting for Symmetric Sets of Predictors,” in Proceedings of the 14th Russian Conference on Mathematical Methods of Pattern Recognition (MAKS Press, Moscow, 2009), pp. 66–69.

5. E. T. Bax, “Similar Predictors and VC Error Bounds,” Tech. Rep. CalTech-CS-TR97-14: 6 1997.

Cited by 11 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. Sharpness Estimation of Combinatorial Generalization Ability Bounds for Threshold Decision Rules;Automation and Remote Control;2021-05

2. On the Accuracy of Cross-Validation in the Classification Problem;The Bulletin of Irkutsk State University. Series Mathematics;2021

3. Combinatorial bounds of overfitting for threshold classifiers;Ufimskii Matematicheskii Zhurnal;2018

4. On Overfitting of Classifiers Making a Lattice;Formal Concept Analysis;2017

5. Concentration Inequalities for Samples without Replacement;Theory of Probability & Its Applications;2017-01

同舟云学术

1.学者识别学者识别

2.学术分析学术分析

3.人才评估人才评估

"同舟云学术"是以全球学者为主线,采集、加工和组织学术论文而形成的新型学术文献查询和分析系统,可以对全球学者进行文献检索和人才价值评估。用户可以通过关注某些学科领域的顶尖人物而持续追踪该领域的学科进展和研究前沿。经过近期的数据扩容,当前同舟云学术共收录了国内外主流学术期刊6万余种,收集的期刊论文及会议论文总量共计约1.5亿篇,并以每天添加12000余篇中外论文的速度递增。我们也可以为用户提供个性化、定制化的学者数据。欢迎来电咨询!咨询电话:010-8811{复制后删除}0370

www.globalauthorid.com

TOP

Copyright © 2019-2024 北京同舟云网络信息技术有限公司
京公网安备11010802033243号  京ICP备18003416号-3