Identifying Erroneous Software Changes through Self-Supervised Contrastive Learning on Time Series Data

Author:

Wang Xuanrun1,Yin Kanglin1,Ouyang Qianyu1,Wen Xidao1,Zhang Shenglin2,Zhang Wenchi3,Cao Li3,Han Jiuxue4,Jin Xing4,Pei Dan1

Affiliation:

1. Tsinghua University

2. Nankai University

3. Bizseer

4. China Construction Bank

Publisher

IEEE

Reference65 articles.

1. The three sigma rule;pukelsheim;The American Statistician,1994

2. Distance metric learning for large margin nearest neighbor classification;weinberger;Journal of Machine Learning Research,2009

3. FluxRank: A Widely-Deployable Framework to Automatically Localizing Root Cause Machines for Software Service Failure Mitigation

4. What should not be contrastive in contrastive learning;xiao;ArXiv Preprint,2020

Cited by 6 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. ChangeRCA: Finding Root Causes from Software Changes in Large Online Systems;Proceedings of the ACM on Software Engineering;2024-07-12

2. On the Difficulty of Identifying Incident-Inducing Changes;Proceedings of the 46th International Conference on Software Engineering: Software Engineering in Practice;2024-04-14

3. Identifying Root-Cause Changes for User-Reported Incidents in Online Service Systems;2023 IEEE 34th International Symposium on Software Reliability Engineering (ISSRE);2023-10-09

4. How to Manage Change-Induced Incidents? Lessons from the Study of Incident Life Cycle;2023 IEEE 34th International Symposium on Software Reliability Engineering (ISSRE);2023-10-09

5. AutoKAD: Empowering KPI Anomaly Detection with Label-Free Deployment;2023 IEEE 34th International Symposium on Software Reliability Engineering (ISSRE);2023-10-09

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