Dan Pei

Most-cited papers

Robust Anomaly Detection for Multivariate Time Series through Stochastic Recurrent Neural Network
Ya Su, Youjian Zhao, Chenhao Niu, Rong Liu +2 more
2019Knowledge Discovery and Data Mining2,123 citations
Semantic Scholar
Unsupervised Anomaly Detection via Variational Auto-Encoder for Seasonal KPIs in Web Applications
Haowen Xu, Wenxiao Chen, Nengwen Zhao, Zeyan Li +9 more
2018The Web Conference1,086 citations Open access
Semantic Scholar
LogAnomaly: Unsupervised Detection of Sequential and Quantitative Anomalies in Unstructured Logs
Wei-Bin Meng, Ying Liu, Yichen Zhu, Sheng-Lin Zhang +7 more
2019International Joint Conference on Artificial Intelligence800 citations Open access
Semantic Scholar
Multivariate Time Series Anomaly Detection and Interpretation using Hierarchical Inter-Metric and Temporal Embedding
Zhihan Li, Youjian Zhao, Jiaqi Han, Ya Su +3 more
2021Knowledge Discovery and Data Mining554 citations
Semantic Scholar
Personalized re-ranking for recommendation
Changhua Pei, Yi Zhang, Yongfeng Zhang, Fei Sun +7 more
2019ACM Conference on Recommender Systems274 citations Open access
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Unsupervised Detection of Microservice Trace Anomalies through Service-Level Deep Bayesian Networks
Ping Liu, Haowen Xu, Qianyu Ouyang, Rui Jiao +7 more
2020IEEE International Symposium on Software Reliability Engineering227 citations
Semantic Scholar
Practical Root Cause Localization for Microservice Systems via Trace Analysis
Zeyan Li, Jun-Jie Chen, Rui Jiao, Nengwen Zhao +11 more
2021International Workshop on Quality of Service192 citations
Semantic Scholar
Localizing Failure Root Causes in a Microservice through Causality Inference
Yuan Meng, Sheng-Lin Zhang, Yong-Qian Sun, Ruru Zhang +5 more
2020International Workshop on Quality of Service189 citations
Semantic Scholar
Causal Inference-Based Root Cause Analysis for Online Service Systems with Intervention Recognition
Mingjie Li, Zeyan Li, Kanglin Yin, Xiaohui Nie +3 more
2022Knowledge Discovery and Data Mining169 citations Open access
Semantic Scholar
Dynamic TCP Initial Windows and Congestion Control Schemes Through Reinforcement Learning
Xiaohui Nie, Youjian Zhao, Zhihan Li, Guo Chen +4 more
2019IEEE Journal on Selected Areas in Communications145 citations
Semantic Scholar
Robust Failure Diagnosis of Microservice System Through Multimodal Data
Sheng-Lin Zhang, Peng-Xiang Jin, Zihan Lin, Yong-Qian Sun +9 more
2023IEEE Transactions on Services Computing139 citations Open access
Semantic Scholar
Diagnosing root causes of intermittent slow queries in cloud databases
Ming-Hua Ma, Zheng Yin, Sheng-Lin Zhang, Sheng Wang +9 more
2020Proceedings of the VLDB Endowment137 citations
Semantic Scholar
PreFix: Switch Failure Prediction in Datacenter Networks
Sheng-Lin Zhang, Ying Liu, Wei-Bin Meng, Zhi-Ling Luo +10 more
2018PERV129 citations
Semantic Scholar
LogTransfer: Cross-System Log Anomaly Detection for Software Systems with Transfer Learning
Rui Chen, Sheng-Lin Zhang, Dongwen Li, Yuzhe Zhang +6 more
2020IEEE International Symposium on Software Reliability Engineering109 citations
Semantic Scholar
Identifying bad software changes via multimodal anomaly detection for online service systems
Nengwen Zhao, Jun-Jie Chen, Zhao-Yang Yu, Hong-Lin Wang +6 more
2021ESEC/SIGSOFT FSE104 citations
Semantic Scholar
Actionable and interpretable fault localization for recurring failures in online service systems
Zeyan Li, Nengwen Zhao, Mingjie Li, Xianglin Lu +10 more
2022ESEC/SIGSOFT FSE101 citations Open access
Semantic Scholar
Jump-Starting Multivariate Time Series Anomaly Detection for Online Service Systems
Ming-Hua Ma, Sheng-Lin Zhang, Jun-Jie Chen, Jim Xu +6 more
2021USENIX Annual Technical Conference98 citations
Semantic Scholar
Syslog processing for switch failure diagnosis and prediction in datacenter networks
Sheng-Lin Zhang, Wei-Bin Meng, Jia-Hao Bu, Sen Yang +7 more
2017International Workshop on Quality of Service98 citations
Semantic Scholar
An empirical investigation of practical log anomaly detection for online service systems
Nengwen Zhao, Hong-Lin Wang, Zeyan Li, Xiao Peng +8 more
2021ESEC/SIGSOFT FSE96 citations
Semantic Scholar
Robust Multimodal Failure Detection for Microservice Systems
Chenyu Zhao, Ming-Hua Ma, Zhenyu Zhong, Sheng-Lin Zhang +9 more
2023Knowledge Discovery and Data Mining87 citations Open access
Semantic Scholar
ZeroWall: Detecting Zero-Day Web Attacks through Encoder-Decoder Recurrent Neural Networks
Ruming Tang, Zheng Yang, Zeyan Li, Wei-Bin Meng +7 more
2020IEEE Conference on Computer Communications84 citations
Semantic Scholar
Robust and Rapid Adaption for Concept Drift in Software System Anomaly Detection
Ming-Hua Ma, Sheng-Lin Zhang, Dan Pei, Xin Huang +1 more
2018IEEE International Symposium on Software Reliability Engineering84 citations
Semantic Scholar
Robust and Unsupervised KPI Anomaly Detection Based on Conditional Variational Autoencoder
Zeyan Li, Wenxiao Chen, Dan Pei
2018IEEE International Performance, Computing, and Communications Conference80 citations
Semantic Scholar
Robust and Rapid Clustering of KPIs for Large-Scale Anomaly Detection
Zhihan Li, Youjian Zhao, Rong Liu, Dan Pei
2018International Workshop on Quality of Service78 citations
Semantic Scholar
HotSpot: Anomaly Localization for Additive KPIs With Multi-Dimensional Attributes
Yong-Qian Sun, Youjian Zhao, Ya Su, Dapeng Liu +7 more
2018IEEE Access68 citations Open access
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Understanding and Handling Alert Storm for Online Service Systems
Nengwen Zhao, Jun-Jie Chen, Xiao Peng, Hong-Lin Wang +11 more
20202020 IEEE/ACM 42nd International Conference on Software Engineering: Software Engineering in Practice (ICSE-SEIP)64 citations
Semantic Scholar
LogKG: Log Failure Diagnosis Through Knowledge Graph
Yi-Cheng Sui, Yu-Zhe Zhang, Jian-Jun Sun, Ting Xu +9 more
2023IEEE Transactions on Services Computing60 citations
Semantic Scholar
A Semantic-aware Representation Framework for Online Log Analysis
Wei-Bin Meng, Ying Liu, Yuheng Huang, Sheng-Lin Zhang +3 more
2020International Conference on Computer Communications and Networks59 citations
Semantic Scholar
Unsupervised Anomaly Detection on Microservice Traces through Graph VAE
Zhe Xie, Haowen Xu, Wenxiao Chen, Wanxue Li +4 more
2023The Web Conference57 citations Open access
Semantic Scholar
Real-time incident prediction for online service systems
Nengwen Zhao, Jun-Jie Chen, Zhou Wang, Xiao Peng +8 more
2020ESEC/SIGSOFT FSE57 citations
Semantic Scholar
Why it takes so long to connect to a WiFi access point
Changhua Pei, Zhi Wang, Youjian Zhao, Zihan Wang +5 more
2017IEEE Conference on Computer Communications55 citations Open access
Semantic Scholar
LogParse: Making Log Parsing Adaptive through Word Classification
Wei-Bin Meng, Ying Liu, Federico Zaiter, Sheng-Lin Zhang +9 more
2020International Conference on Computer Communications and Networks51 citations
Semantic Scholar
LogClass: Anomalous Log Identification and Classification With Partial Labels
Wei-Bin Meng, Ying Liu, Sheng-Lin Zhang, Federico Zaiter +7 more
2021IEEE Transactions on Network and Service Management50 citations
Semantic Scholar
Automatic and Generic Periodicity Adaptation for KPI Anomaly Detection
Nengwen Zhao, Jing Zhu, Yao Wang, Ming-Hua Ma +4 more
2019IEEE Transactions on Network and Service Management50 citations
Semantic Scholar
FUNNEL: Assessing Software Changes in Web-Based Services
Sheng-Lin Zhang, Ying Liu, Dan Pei, Yu Chen +5 more
2018IEEE Transactions on Services Computing49 citations
Semantic Scholar
Efficient KPI Anomaly Detection Through Transfer Learning for Large-Scale Web Services
Sheng-Lin Zhang, Zhenyu Zhong, Dongwen Li, Qiliang Fan +8 more
2022IEEE Journal on Selected Areas in Communications48 citations
Semantic Scholar
Constructing Large-Scale Real-World Benchmark Datasets for AIOps
Zeyan Li, Nengwen Zhao, Sheng-Lin Zhang, Yong-Qian Sun +4 more
2022arXiv.org45 citations Open access
Semantic Scholar
Identifying Root-Cause Metrics for Incident Diagnosis in Online Service Systems
Canhu Wu, Nengwen Zhao, Lixin Wang, Xiaoqin Yang +8 more
2021IEEE International Symposium on Software Reliability Engineering45 citations
Semantic Scholar
Generic and Robust Localization of Multi-dimensional Root Causes
Zeyan Li, Dan Pei, Cheng Luo, Yiwei Zhao +6 more
2019IEEE International Symposium on Software Reliability Engineering44 citations
Semantic Scholar
FluxRank: A Widely-Deployable Framework to Automatically Localizing Root Cause Machines for Software Service Failure Mitigation
Ping Liu, Yu Chen, Xiaohui Nie, Jing Zhu +4 more
2019IEEE International Symposium on Software Reliability Engineering44 citations
Semantic Scholar
Detecting Outlier Machine Instances Through Gaussian Mixture Variational Autoencoder With One Dimensional CNN
Ya Su, Youjian Zhao, Minghe Sun, Sheng-Lin Zhang +7 more
2021IEEE transactions on computers43 citations
Semantic Scholar
Device-Agnostic Log Anomaly Classification with Partial Labels
Wei-Bin Meng, Ying Liu, Sheng-Lin Zhang, Dan Pei +3 more
2018International Workshop on Quality of Service42 citations
Semantic Scholar
Collaborative learning between cloud and end devices: an empirical study on location prediction
Yan Lu, Yuan-Chao Shu, Xu Tan, Yun-Xin Liu +3 more
2019IFIP International Information Security Conference41 citations
Semantic Scholar
Situation-Aware Multivariate Time Series Anomaly Detection Through Active Learning and Contrast VAE-Based Models in Large Distributed Systems
Zhihan Li, Youjian Zhao, Yitong Geng, Zhanxiang Zhao +6 more
2022IEEE Journal on Selected Areas in Communications39 citations
Semantic Scholar
CoFlux: Robustly Correlating KPIs by Fluctuations for Service Troubleshooting
Ya Su, Youjian Zhao, Wentao Xia, Rong Liu +8 more
2019International Workshop on Quality of Service37 citations
Semantic Scholar
CTF: Anomaly Detection in High-Dimensional Time Series with Coarse-to-Fine Model Transfer
Ming Sun, Ya Su, Sheng-Lin Zhang, Yuanpu Cao +6 more
2021IEEE Conference on Computer Communications35 citations
Semantic Scholar
Automatically and Adaptively Identifying Severe Alerts for Online Service Systems
Nengwen Zhao, Pan-Shi Jin, Lixin Wang, Xiaoqin Yang +4 more
2020IEEE Conference on Computer Communications35 citations
Semantic Scholar
Rapid Deployment of Anomaly Detection Models for Large Number of Emerging KPI Streams
Jia-Hao Bu, Ying Liu, Sheng-Lin Zhang, Wei-Bin Meng +3 more
2018IEEE International Performance, Computing, and Communications Conference33 citations
Semantic Scholar
Continuous Delivery of Personalized Assessment and Feedback in Agile Software Engineering Projects
Xiao-Ying Bai, Mingjie Li, Dan Pei, Shanshan Li +1 more
20182018 IEEE/ACM 40th International Conference on Software Engineering: Software Engineering Education and Training (ICSE-SEET)33 citations
Semantic Scholar
Diagnosing Root Causes of Intermittent Slow Queries in Large-Scale Cloud Databases.
Ming-Hua Ma, Zheng Yin, Sheng-Lin Zhang, Sheng Wang +9 more
2020Very Large Data Bases Conference32 citations
Semantic Scholar