Genetic algorithm-based oversampling approach to prune the class imbalance issue in software defect prediction
Author:
Publisher
Springer Science and Business Media LLC
Subject
Geometry and Topology,Theoretical Computer Science,Software
Link
https://link.springer.com/content/pdf/10.1007/s00500-021-06112-6.pdf
Reference63 articles.
1. Arun C, Lakshmi C (2020) Class imbalance in software fault prediction data set. In: Artificial intelligence and evolutionary computations in engineering systems. Springer, pp 745–757
2. Barua S, Islam MM, Yao X, Murase K (2014) MWMOTE-majority weighted minority oversampling technique for imbalanced data set learning. IEEE Trans Knowl Data Eng 26(2):405–425
3. Basili VR, Briand LC, Melo WL (1996) A validation of object-oriented design metrics as quality indicators. IEEE Trans Softw Eng 22(10):751–761
4. Bennin KE, Keung J, Monden A, Kamei Y, Ubayashi N (2016) Investigating the effects of balanced training and testing datasets on effort-aware fault prediction models. In: Proc IEEE 40th annu comput softw appl conf, pp 154–163
5. Breiman L (2001) Random forests. Mach Learn 45(1):5–32
Cited by 9 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. Improving effort-aware defect prediction by directly learning to rank software modules;Information and Software Technology;2024-01
2. Mutation‐based data augmentation for software defect prediction;Journal of Software: Evolution and Process;2023-11-06
3. Evolutionary algorithms based on oversampling techniques for enhancing the imbalanced credit card fraud detection;Journal of Intelligent & Fuzzy Systems;2023-06-01
4. Automatic Control of Class Weights in the Semantic Segmentation of Corrosion Compounds on Archaeological Artefacts;Advances in Computational Intelligence;2023
5. Classification of the Class Imbalanced Data Using Mahalanobis Distance with Feature Filtering;Mining Intelligence and Knowledge Exploration;2023
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