Understanding the apparent superiority of over-sampling through an analysis of local information for class-imbalanced data

Author:

García V.ORCID,Sánchez J.S.ORCID,Marqués A.I.,Florencia R.,Rivera G.ORCID

Funder

Generalitat Valenciana

Universitat Jaume I

Publisher

Elsevier BV

Subject

Artificial Intelligence,Computer Science Applications,General Engineering

Reference105 articles.

1. KEEL data-mining software tool: Data set repository, integration of algorithms and experimental analysis framework;Alcalá-Fdez;Journal of Multiple-Valued Logic and Soft Computing,2011

2. The study of under- and over-sampling methods’ utility in analysis of highly imbalanced data on osteoporosis;Bach;Information Sciences,2017

3. Wrapper-based fuzzy inductive reasoning model identification for imbalance data classification;Bagherpour,2018

4. High dimensional classifiers in the imbalanced case;Bak;Computational Statistics & Data Analysis,2016

5. A study of the behavior of several methods for balancing machine learning training data;Batista;ACM SIGKDD Explorations Newsletter,2004

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