Minghua Ma

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Citations	991	899
h-index	17	16
i10-index	24	23

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Dan PeiAssociate Professor of Computer Science, Tsinghua UniversityVerified email at tsinghua.edu.cn
Qingwei LinMicrosoftVerified email at microsoft.com
Dongmei ZhangMicrosoft ResearchVerified email at microsoft.com
Shenglin ZhangNankai UniversityVerified email at nankai.edu.cn
Chaoyun ZhangMicrosoftVerified email at microsoft.com
Si QinMicrosoftVerified email at villanova.edu
Bo QiaoMicrosoft ResearchVerified email at microsoft.com
Chetan BansalMicrosoftVerified email at microsoft.com
Supriyo GhoshSenior Researcher, MicrosoftVerified email at microsoft.com
Junjie ChenProfessor, Tianjin UniversityVerified email at tju.edu.cn
Lu WangMicrosoft ResearchVerified email at microsoft.com
Ming WenAssociate Professor, Huazhong University of Science and TechnologyVerified email at hust.edu.cn
Federica SarroProfessor, University College LondonVerified email at ucl.ac.uk
Pinjia HeAssistant Professor, The Chinese University of Hong Kong, ShenzhenVerified email at cuhk.edu.cn

Minghua Ma

Microsoft

Verified email at microsoft.com - Homepage

AIOps Cloud Intelligence


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{Jump-Starting} Multivariate Time Series Anomaly Detection for Online Service Systems M Ma, S Zhang, J Chen, J Xu, H Li, Y Lin, X Nie, B Zhou, Y Wang, D Pei 2021 USENIX Annual Technical Conference (USENIX ATC 21), 413-426, 2021	57	2021
A Scenario-Oriented Benchmark for Assessing AIOps Algorithms in Microservice Management Y Sun, J Wang, Z Li, X Nie, M Ma, S Zhang, Y Ji, L Zhang, W Long, ... arXiv preprint arXiv:2407.14532, 2024		2024
A Survey of Time Series Anomaly Detection Methods in the AIOps Domain Z Zhong, Q Fan, J Zhang, M Ma, S Zhang, Y Sun, Q Lin, Y Zhang, D Pei arXiv preprint arXiv:2308.00393, 2023	6	2023
Aegis: Attribution of control plane change impact across layers and components for cloud systems X Yan, K Hsieh, Y Liyanage, M Ma, M Chintalapati, Q Lin, Y Dang, ... 2023 IEEE/ACM 45th International Conference on Software Engineering …, 2023	8	2023
AllHands: Ask Me Anything on Large-scale Verbatim Feedback via Large Language Models C Zhang, Z Ma, Y Wu, S He, S Qin, M Ma, X Qin, Y Kang, Y Liang, X Gou, ... arXiv preprint arXiv:2403.15157, 2024	2	2024
An empirical investigation of missing data handling in cloud node failure prediction M Ma, Y Liu, Y Tong, H Li, P Zhao, Y Xu, H Zhang, S He, L Wang, Y Dang, ... Proceedings of the 30th ACM Joint European Software Engineering Conference …, 2022	18	2022
An empirical study of log analysis at Microsoft S He, X Zhang, P He, Y Xu, L Li, Y Kang, M Ma, Y Wei, Y Dang, ... Proceedings of the 30th ACM Joint European Software Engineering Conference …, 2022	18	2022
Assess and summarize: Improve outage understanding with large language models P Jin, S Zhang, M Ma, H Li, Y Kang, L Li, Y Liu, B Qiao, C Zhang, P Zhao, ... Proceedings of the 31st ACM Joint European Software Engineering Conference …, 2023	20	2023
Automated Root Causing of Cloud Incidents using In-Context Learning with GPT-4 X Zhang, S Ghosh, C Bansal, R Wang, M Ma, Y Kang, S Rajmohan Companion Proceedings of the 32nd ACM International Conference on the …, 2024	6	2024
Automatic and generic periodicity adaptation for kpi anomaly detection N Zhao, J Zhu, Y Wang, M Ma, W Zhang, D Liu, M Zhang, D Pei IEEE Transactions on Network and Service Management 16 (3), 1170-1183, 2019	46	2019
Automatic root cause analysis via large language models for cloud incidents Y Chen, H Xie, M Ma, Y Kang, X Gao, L Shi, Y Cao, X Gao, H Fan, M Wen, ... Proceedings of the Nineteenth European Conference on Computer Systems, 674-688, 2024	38*	2024
Batch Job Run Time Prediction for Auto-Scaling in the Cloud M Ma, C Zheng, J Chen, Y Li, X Peng, G Wang, Y Wu, F Zhou, W Zhang, ...		2020
Building AI Agents for Autonomous Clouds: Challenges and Design Principles M Shetty, Y Chen, G Somashekar, M Ma, Y Simmhan, X Zhang, J Mace, ... arXiv preprint arXiv:2407.12165, 2024		2024
Characterizing and improving wifi latency in large-scale operational networks K Sui, M Zhou, D Liu, M Ma, D Pei, Y Zhao, Z Li, T Moscibroda Proceedings of the 14th Annual International Conference on Mobile Systems …, 2016	123	2016
Codec: Cost-effective duration prediction system for deadline scheduling in the cloud H Li, M Ma, Y Liu, S Qin, B Qiao, R Yao, H Chaturvedi, T Tran, ... 2023 IEEE 34th International Symposium on Software Reliability Engineering …, 2023	2	2023
Conan: Diagnosing batch failures for cloud systems L Li, X Zhang, S He, Y Kang, H Zhang, M Ma, Y Dang, Z Xu, S Rajmohan, ... 2023 IEEE/ACM 45th International Conference on Software Engineering …, 2023	6	2023
Constructing large-scale real-world benchmark datasets for aiops Z Li, N Zhao, S Zhang, Y Sun, P Chen, X Wen, M Ma, D Pei arXiv preprint arXiv:2208.03938, 2022	16	2022
Detection is better than cure: A cloud incidents perspective V Ganatra, A Parayil, S Ghosh, Y Kang, M Ma, C Bansal, S Nath, J Mace Proceedings of the 31st ACM Joint European Software Engineering Conference …, 2023	8	2023
Diagnosing root causes of intermittent slow queries in cloud databases M Ma, Z Yin, S Zhang, S Wang, C Zheng, X Jiang, H Hu, C Luo, Y Li, ... Proceedings of the VLDB Endowment 13 (8), 1176-1189, 2020	97	2020
DockerMock: Pre-build detection of dockerfile faults through mocking instruction execution M Li, X Bai, M Ma, D Pei arXiv preprint arXiv:2104.05490, 2021	1	2021

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