Machine Learning-based Test Case Prioritization using Hyperparameter Optimization

Author:

Khan Md Asif1ORCID,Azim Akramul1ORCID,Liscano Ramiro1ORCID,Smith Kevin2ORCID,Chang Yee-Kang3ORCID,Tauseef Qasim2ORCID,Seferi Gkerta2ORCID

Affiliation:

1. Ontario Tech University, Oshawa, Ontario, Canada

2. IBM United Kingdom Limited, Portsmouth, United Kingdom

3. IBM Canada Limited, Markham, Canada

Publisher

ACM

Reference25 articles.

1. P. Probst, M. N. Wright, and A.-L. Boulesteix, "Hyperparameters and tuning strategies for random forest," Wiley Interdisciplinary Reviews: data mining and knowledge discovery, vol. 9, no. 3, p. e1301, 2019.

2. Selecting a few to get the most from many: A diversity-based active learning approach for software defect prediction;Tosun A. S.;IEEE Transactions on Software Engineering,2009

3. E. Kocaguneli, T. Menzies, and B. Caglayan, "Reducing configuration overload in software product lines," in Proceedings of the 16th International Software Product Line Conference, 2012, pp. 181--190.

4. A multi-objective artificial immune algorithm for parameter optimization in support vector machine

5. The Impact of Automated Parameter Optimization on Defect Prediction Models

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