Combined 5 × 2 cv F Test for Comparing Supervised Classification Learning Algorithms

Author:

Alpaydm Ethem1

Affiliation:

1. IDIAP, CP 592 CH-1920 Martigny, Switzerland and Department of Computer Engineering, Boǧaziçi University, TR-80815 Istanbul, Turkey

Abstract

Dietterich (1998) reviews five statistical tests and proposes the 5 × 2 cvt test for determining whether there is a significant difference between the error rates of two classifiers. In our experiments, we noticed that the 5 × 2 cvt test result may vary depending on factors that should not affect the test, and we propose a variant, the combined 5 × 2 cv F test, that combines multiple statistics to get a more robust test. Simulation results show that this combined version of the test has lower type I error and higher power than 5 × 2 cv proper.

Publisher

MIT Press - Journals

Subject

Cognitive Neuroscience,Arts and Humanities (miscellaneous)

Cited by 310 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. Does cross-validation work in telling rankings apart?;Central European Journal of Operations Research;2024-08-29

2. Incorporating usage data for B2B churn prediction modeling;Industrial Marketing Management;2024-07

3. Time-Dependent Deep Learning Prediction of Multiple Sclerosis Disability;Journal of Imaging Informatics in Medicine;2024-06-13

4. Local neighborhood encodings for imbalanced data classification;Machine Learning;2024-06-10

5. Identification of Rice Origin Using Laser-Induced Breakdown Spectroscopy;SPECTROSC SPECT ANAL;2024

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