L1-penalized AUC-optimization with a surrogate loss

Author:

Kim Hyungwoo1,Shin Seung Jun2

Affiliation:

1. Department of Statistics and Data Science, Pukyong National University, Korea

2. Department of Statistics, Korea University, Korea

Funder

National Research Foundation of Korea

Ministry of Science and ICT, South Korea

Publisher

The Korean Statistical Society

Reference33 articles.

1. Agarwal S, Graepel T, Herbrich R, Har-Peled S, Roth D, and Jordan MI (2005). Generalization bounds for the area under the ROC curve. Journal of Machine Learning Research, 6, 393-425.

2. Arzhaeva Y, Duin RP, and Tax D (2006). Linear model combining by optimizing the area under the ROC curve. Proceedings of 18th International Conference on Pattern Recognition (ICPR’06). 4, IEEE, 119-122.

3. Learning to Rank by Maximizing AUC with Linear Programming

4. Model-based clustering of high-dimensional data: A review

5. Brefeld U and Scheffer T (2005). AUC maximizing support vector learning. Proceedings of the ICML 2005 Workshop on ROC Analysis in Machine Learning.

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