Publications

2019:

  • FluxRank: A Widely-Deployable Framework to Automatically Localizing Root Cause Machines for Software Service Failure Mitigation
    Ping Liu,Yu Chen,Xiaohui Nie,Jing Zhu,Shenglin Zhang,Kaixin Sui,Ming Zhang,Dan Pei
    ISSRE 2019, Berlin, Germany, Oct 28-31, 2019
    PaperSlides
  • Generic and Robust Localization of Multi-Dimensional Root Causes 
    Zeyan Li, Chengyang Luo, Yiwei Zhao, Yongqian Sun, Kaixin Sui, Xiping Wang, Dapeng Liu, Xing Jin, Qi Wang and Dan Pei
    ISSRE 2019, Berlin, Germany, Oct 28-31, 2019
    PaperSlides
  • Walking without Friends: Publishing Anonymized Trajectory Dataset without Leaking Social Relationships
    Kai Zhao, Zhen Tu, Fengli Xu, Yong Li, Pengyu Zhang, Dan Pei, Li Su, Depeng Jin
    IEEE TNSM (IEEE Transactions on Network and Service Management)
    Paper (A journal paper, no slides)
  • Collaborative Learning of Human Behavior: An Empirical Study on Location Prediction
    Yan Lu, Yuanchao Shu, Xu Tan, Yunxin Liu, Mengyu Zhou, Qi Chen, Dan Pei
    SEC 2019 (The Fourth ACM/IEEE Symposium on Edge Computing), Washington DC, November 7-9, 2019
    Paper
  • Personalized Context-aware Re-ranking for E-commerce Recommender Systems
    Changhua Pei, Yi Zhang, Yongfeng Zhang, Fei Sun, Xiao Lin, Hanxiao Sun, Jian Wu, Peng Jiang, Wenwu Ou, Dan Pei
    RecSys 2019, Copenhagen, Denmark, September 16-20, 2019.
    PaperSlides
  • LogAnomaly: Unsupervised Detection of Sequential and Quantitative Anomalies in Unstructured Logs
    Weibin Meng, Ying Liu, Yichen Zhu, Shenglin Zhang, Dan Pei, Yuqing Liu, Yihao Chen, Ruizhi Zhang, Shimin Tao, Pei Sun, Rong Zhou
    IJCAI 2019, Macao, China, August 10-16 2019.
    PaperSlides
  • Robust Anomaly Detection for Multivariate Time Series through Stochastic Recurrent Neural Network
    Ya Su, Youjian Zhao, Chenhao Niu, Rong Liu, Wei Sun, Dan Pei
    KDD 2019, Anchorage, Alaska, USA, August 4 – 8 2019
    PaperSlides
  • Automatic and Generic Periodicity Adaptation for KPI Anomaly Detection 
    Nengwen Zhao, Jing Zhu , Yao Wang, Minghua Ma, Wenchi Zhang, Dapeng Liu, Ming Zhang, Dan Pei
    IEEE TNSM (IEEE Transactions on Network and Service Management), 2019
    Paper(A journal paper, no slides)
  • CoFlux: Robustly Correlating KPIs by Fluctuations for Service Troubleshooting
    Ya Su, Youjian Zhao, Wentao Xia, Rong Liu, Jiabao Bu, Jing Zhu, Yuanpu Cao, Haibin Li, Chenhao Niu, Yiyin Zhang, Zhaogang Wang, Dan Pei
    IWQOS 2019, Phoenix, Arizona, USA, June 24-25 2019
    PaperSlides
  • Causal Analysis of the Unsatisfying Experience in Realtime Mobile Multiplayer Games in the Wild
    Yuan Meng,Shenglin Zhang, Zijie Ye, Benliang Wang, Zhi Wang,Yongqian Sun, Xitong Liu, Shuai Yang, Dan Pei
    ICME 2019, Shanghai, China, July 8-12, 2019
    Paper
  • Dynamic TCP Initial Windows and Congestion Control Schemes through Reinforcement Learning
    Xiaohui Nie, Youjian Zhao, Zhihan li, Guo Chen, Kaixin Sui, Jiyang Zhang, Zijie Ye, Dan Pei
    JSAC 2019, Artificial Intelligence and Machine Learning for Networking and Communications
    Paper (A journal paper, no slides)
  • Unsupervised Anomaly Detection for Intricate KPIs via Adversarial Training of VAE
    Wenxiao Chen, Haowen Xu, Zeyan Li, Dan Pei, Jie Chen, Hong Lin, Yang Feng, Zhaogang
    INFOCOM 2019, Paris, France, April 29-May 2, 2019.
    PaperSlides
  • Label-Less: A Semi-automatic Labelling Tool for KPI Anomalies
    Nengwen Zhao, Jing Zhu, Rong Liu, Dapeng Liu, Ming Zhang, Dan Pei
    INFOCOM 2019, Paris, France, April 29 – May 2, 2019.
    Final VersionSlides A previous version of the paper that does not sufficiently acknowledge some previous works’ contributions. We sincerely apologize for this to the authors of those previous works.  Please use the final version only.
  • 基于聚类的多维数据热点发现算法
    邹磊,朱晶,聂晓辉,苏亚 ,裴丹,孙宇
    小型微型计算机系统,465-471 页,第40卷,第3期, 2019年3月
    Paper  (A journal paper, no slides)

2018:

  • 一种无监督的数据库用户行为异常检测方法
    李海斌,李  琦,汤汝鸣,吴  珺,吕志远,裴  丹,史俊杰,董  旭,房双德,杨一飞,吴  烨
    小型微型计算机系统,第39卷,第11期,2018年11月
    Paper  (A journal paper, no slides)
  • Rapid Deployment of Anomaly Detection Models for Large Number of Emerging KPI Streams
    Jiahao Bu, Ying Liu , Shenglin Zhang , Weibin Meng , Qitong Liu, Xiaotian Zhu, Dan Pei
    IPCCC 2018, Orlando, Florida, USA, November 17-19, 2018.
    PaperSlides
  • The Frame Latency of Personalized Livestreaming Can Be Significantly Slowed Down by WiFi
    Guoshun Nan, Xiuquan Qiao, Jiting Wang, Zeyan Li, Jiaohao Nu, Mengyu Zhou, Changhua Pei, Dan Pei
    IPCCC 2018, Orlando, Florida, USA, November 17-19, 2018.
    PaperSlides
  • Robust and Unsupervised KPI Anomaly Detection Based on Conditional Variational Autoencoder
    Zeyan Li, Wenxiao Chen, Dan Pei
    IPCCC 2018, Orlando, Florida, USA, November 17-19, 2018.
    PaperVideoSlides
  • Robust and Rapid Adaption for Concept Drift in Software System Anomaly Detection
    Minghua Ma, Shenglin Zhang, Dan Pei, Xin Huang, Hongwei Dai
    ISSRE 2018 Best Paper, Memphis, TN, USA, October 15-18, 2018.
    PaperVideoSlides
  • Reducing Web Latency through Dynamically Setting TCP Initial Window with Reinforcement Learning
    Xiaohui Nie, Youjian Zhao, Dan Pei, Guo Chen, Kaixin Sui, Jiyang Zhang
    IWQoS 2018, Banff, Alberta, Canada, June 4-6, 2018.
    PaperSlides
  • Robust and Rapid Clustering of KPIs for Large-Scale Anomaly Detection
    Zhihan Li, Youjian Zhao, Rong Liu, Dan Pei
    IWQoS 2018, Banff, Alberta, Canada, June 4-6, 2018.
    Paper Slides
  • Device-Agnostic Log Anomaly Classification with Partial Labels
    Weibin Meng, Ying Liu, Shenglin Zhang, Dan Pei, Hui Dong, Lei Song, Xulong Luo
    IWQoS 2018, Banff, Alberta, Canada, June 4-6, 2018. (Short paper)
    PaperSlides
  • HotSpot: Anomaly Localization for Additive KPIs with Multi-Dimensional Attributes
    Yongqian Sun, Youjian Zhao, Ya Su, Dapeng Liu, Xiaohui Nie, Yuan Meng, Shiwen Cheng, Dan Pei, Shenglin Zhang, Xianping Qu, Xuanyou Guo
    IEEE Access 2018
    Paper  (A journal paper, no slides)
  • PreFix: Switch Failure Prediction in Datacenter Networks
    Shenglin Zhang, Ying Liu, Weibin Meng, Zhiling Luo, Jiahao Bu, Sen Yang, Peixian Liang, Dan Pei, Jun (Jim) Xu, Yuzhi Zhang, Yu Chen, Hui Dong, Xianping Qu, Lei Song.
    SIGMETRICS 2018, Irvine, California, USA, June 18-22, 2018.
    PaperSlides
  • Continuous Delivery of Personalized Assessment and Feedback in Agile Software Engineering Projects
    Xiaoying Bai, Mingjie Li, Dan Pei, Shanshan Li, Deming Ye
    ICSE 2018 “Software Engineering Education and Training” Track. May 27 – 3 June 2018, Gothenburg, Sweden
    Paper
  • Preventing Wi-Fi Privacy Leakage: A User Behavioral Similarity Approach
    Xiuping Han, Zhi Wang and Dan Pei
    ICC 2018, Kansas City, MO, USA, 20-24 May 2018
    Paper
  • Unsupervised Anomaly Detection via Variational Auto-Encoder for Seasonal KPIs in Web Applications
    Haowen Xu, Wenxiao Chen, Nengwen Zhao, Zeyan Li, Jiahao Bu, Zhihan Li, Ying Liu, Youjian Zhao, Dan Pei, Yang Feng, Jie Chen, Zhaogang Wang and Honglin Qiao
    WWW 2018, Lyon, France, 23-27 April 2018
    PaperSlides

 

2017:

  • 基于机器学习的智能运维
    裴丹,张圣林,裴昶华
    中国计算机学会通讯,第13卷,第12期,2017年12月,p68-73
    Paper  (A journal paper, no slides)
  • TCP WISE: One Initial Congestion Window Is Not Enough
    Xiaohui Nie,Youjian Zhao, Guo Chen, Kaixin Sui, Yazheng Chen, Dan Pei, Miao Zhang, Jiyang Zhang
    IPCCC 2017, San Diego, California, USA, Dec 2017.
    PaperSlides
  • Mining Crowd Mobility and WiFi Hotspots on a Densely-populated Campus
    Mengyu Zhou, Kaixin Sui, Dan Pei, Thomas Moscibroda
    PURBA 2017, Maui, Hawaii, USA, September 2017.
    Paper
  • How Vulnerable Is the Public WiFi AP You Are Using?
    Ruming Tang, Haibin Li, Kaixin Sui, Zihao Jin, Xiao Yang, Dan Pei and Beichuan Zhang
    ICCCN 2017,  Vancouver, Canada, 31 July-4 August 2017.
    PaperSlides
  • How Much Are Your Neighbors Interfering with Your WiFi Delay?
    Changhua Pei, Youjian Zhao, Guo Chen, Yuan Meng, Yang Liu, Ya Su, Yaodong Zhang, Ruming Tang and Dan Pei
    ICCCN 2017,  Vancouver, Canada, 31 July-4 August 2017.
    Paper
  • Syslog Processing for Switch Failure Diagnosis and Prediction in Datacenter Networks
    Shenglin Zhang, Weibin Meng, Jiahao Bu, Sen Yang, Ying Liu, Dan Pei, Jun(Jim) Xu, Yu Chen, Hui Dong, Xianping Qu, Lei Song
    IWQoS 2017,Vilanova i la Geltrú, Barcelona, Spain, 14-16 June 2017.
    Paper Slides
  • Latency-Based WiFi Congestion Control in the Air for Dense WiFi Networks
    Changhua Pei, Youjian Zhao, Yunxin Liu, Kun Tan, Jiansong Zhang, Yuan Meng, Dan Pei
    IWQoS 2017, Vilanova i la Geltrú, Barcelona, Spain, 14-16 June 2017.
    PaperSlides
  • You Can Hide, But Your Periodic Schedule Can’t
    Minghua Ma, Kai Zhao, Kaixin Sui, Lei Xu, Yong Li, Dan Pei
    IWQoS 2017, Vilanova i la Geltrú, Barcelona, Spain, 14-16 June 2017. (Short paper)
    PaperSlides
  • F2Tree: Rapid Failure Recovery for Routing in Production Data Center Networks
    Guo Chen,  Youjian Zhao, Hailiang Xu, Dan Pei,  Dan Li.
    IEEE/ACM Transactions on Networking. March 2017.
    Paper
  • Firewall Fingerprinting and Denial of Fireballing Attacks
    Amir Khakpour, Alex Liu, Joshua Hulst, Zihui Ge, Dan Pei, Jia Wang
    IEEE Transactions on Information Forensics and Security. Feb. 2017
    Paper
  • Why it Takes so Long to Connect to a WiFi Access Point?
    Changhua Pei,  Zhi Wang, Youjian Zhao, Zihan Wang, Yuan Meng, Dan Pei, Yuanquan Peng, Wenliang Tang, Xiaodong Qu
    INFOCOM 2017, Atlanta, Georgia, USA, May 1-4.
    PaperSlidesarXiv

2016:

  • Mining Causality Graph For Automatic Web-based Service Diagnosis
    Xiaohui Nie, Youjian Zhao, Kaixin Sui, Dan Pei, Yu Chen, Xianping Qu
    IPCCC 2016, Las Vegas, Nevada, USA, Dec 2016.
    PaperSlides
  • EDUM: Classroom Education Measurements via Large-scale WiFi Networks
    Mengyu Zhou, Minghua Ma, Yangkun Zhang, Kaixin Sui, Dan Pei, Thomas Moscibroda
    UbiComp 2016, Heidelberg, Germany, September 2016.
    PaperSlides
  • Interest-Suppression-based NDN Live Video Broadcasting over Wireless LAN
    Menghan Li, Dan Pei, Xiaoping Zhang, Beichuan Zhang, Ke Xu
    Frontiers of Computer Science, accepted.
    Paper
  • Fetching Popular Data from the Nearest Replica in NDN
    Jianxun Cao, Dan Pei, Xiaoping Zhang, Beichuan Zhang, Youjian Zhao
    ICCCN 2016, Hawaii, USA, August 2016.
    Paper Slides
  • Understanding the Impact of AP Density on WiFi Performance Through Real-World Deployment
    Kaixin Sui, Siqi Sun, Yousef Azzabi, Xiaoping Zhang, Youjian Zhao, Jilong Wang, Zimu Li, Dan Pei
    LANMAN 2016, Rome, Italy, June 2016.
    PaperSlides
  • Your Trajectory Privacy Can Be Breached Even If You Walk in Groups
    Kaixin Sui, Youjian Zhao, Dapeng Liu, Minghua Ma, Lei Xu, Li Zimu, Dan Pei
    IWQoS 2016, Beijing, China, June 2016. (Short paper)
    PaperSlides
  • M3: Practical and Reliable Multi-Layer Video Multicast over Multi-Rate Wi-Fi Network
    Menghan Li, Dan Pei, Xiaoping Zhang, Beichuan Zhang, Zhi Wang, Hailiang Xu, Zihan Wang
    IWQoS 2016, Beijing, China, June 2016.
    PaperSlides
  • Fast and Cautious: Leveraging Multi-path Diversity for Transport Loss Recovery in Data Centers
    Guo Chen, Yuanwei Lu, Yuan Meng, Bojie Li, Kun Tan, Dan Pei, Peng Cheng, Layong (Larry) Luo, Yongqiang Xiong, Xiaoliang Wang, and Youjian Zhao
    USENIX ATC 2016, Denver, CO, USA, June 2016
    PaperSlidesAudio
  • FUNNEL: Assessing Software Changes in Web-based Services
    Shenglin Zhang, Ying Liu, Dan Pei, Yu Chen, Xianping Qu, Shimin Tao, Zhi Zang, Xiaowei Jing, Mei Feng
    Transactions on Service Computing, 2016
    Paper (A journal paper, no slides)
  • MobiCamp: a Campus-wide Testbed for Studying Mobile Physical Activities
    Mengyu Zhou, Kaixin Sui, Minghua Ma, Youjian Zhao, Dan Pei, Thomas Moscibroda
    WPA 2016, Singapore, June 2016
    PaperSlides
  • Characterizing and Improving WiFi Latency in Large-Scale Operational Networks
    Kaixin Sui, Mengyu Zhou, Dapeng Liu, Minghua Ma, Dan Pei, Youjian Zhao, Zimu Li, Thomas Moscibroda
    MobiSys 2016, Singapore, June 2016
    PaperVideoSlides
  • Improving the Freshness of NDN Forwarding States
    Jianxun Cao, Dan Pei, Zhelun Wu, Xiaoping Zhang, Beichuan Zhang, Lan Wang, Youjian Zhao
    IFIP Networking 2016, Vienna, Austria, May 2016
    PaperSlides
  • FOCUS: Shedding Light on the High Search Response Time in the Wild
    Dapeng Liu, Youjian Zhao, Kaixin Sui, Lei Zou, Dan Pei, Qingqian Tao, Xiyang Chen, Dai Tan
    INFOCOM 2016, San Francisco, CA, USA, Apr 2016
    PaperSlides
  • WiFi can Be the Weakest Link of Round Trip Network Latency
    Changhua Pei, Youjian Zhao, Guo Chen, Ruming Tang, Yuan Meng, Minghua Ma, Ken Ling, Dan Pei
    INFOCOM 2016, San Francisco, CA, USA, Apr 2016
    PaperSlides

 

2015:

  • Learning Thresholds for PV Change Detection from Operators’ Labels
    Dapeng Liu, Youjian Zhao, Kaixin Sui, Shiwen Cheng, Dan Pei, Chengbin Quan, Jiao Luo, Xiaowei Jing, Mei Feng
    IPCCC 2015, Nanjing, China, Dec 2015
    PaperSlides
  • Narrowing Down the Debugging Space of Slow Search Response Time
    Dapeng Liu, Youjian Zhao, Dan Pei, Chengbin Quan, Qingqian Tao, Pei Wang, Xiyang Chen, Dai Tan, Xiaowei Jing, Mei Feng
    IPCCC 2015, Nanjing, China, Dec 2015
    PaperSlides
  • Rapid and Robust Impact Assessment of Software Changes in Large Internet-based Services
    Shenglin Zhang, Ying Liu, Dan Pei, Yu Chen, Xianping Qu, Shimin Tao, Zhi Zang
    ACM CoNEXT 2015, Heidelberg, Germany, Dec 2015
    PaperSlides
  • Opprentice: Towards Practical and Automatic Anomaly Detection Through Machine Learning
    Dapeng Liu, Youjian Zhao, Haowen Xu, Yongqian Sun, Dan Pei, Jiao Luo, Xiaowei Jing, Mei Feng
    ACM IMC 2015, Tokyo, Japan, Oct 2015
    PaperSlides
  • Alleviating Flow Interference in Data Center Networks through Fine-grained Switch Queue Management
    Guo Chen, Youjian Zhao, Dan Pei.
    Elsevier Computer Networks. 2015.
    Paper (A journal paper, no slides)
  • NDN Live Video Broadcasting over Wireless LAN
    Menghan Li, Dan Pei, Xiaoping Zhang, Beichuan Zhang and Ke Xu.
    ICCCN, Las Vegas, Nevada, USA. August 3 – August 6, 2015.
    PaperSlides
  • Rewiring 2 Links is Enough: Accelerating Failure Recovery in Production Data Center Networks
    Guo Chen, Youjian Zhao, Dan Pei, and Dan Li.
    ICDCS, Columbus, Ohio, USA. June 29th – July 2nd , 2015.
    PaperSlides
  • How Bad Are The Rogues’ Impact on Enterprise 802.11 Network Performance?
    Kaixin Sui, Youjian Zhao, Dan Pei, and Zimu Li.
    INFOCOM 2015, Hongkong, China, April 27-30, 2015.
    PaperSlides
  • MIFO: Multi-Path Interdomain Forwarding.
    Ming Zhu, Dan Li, Ying Liu, Dan Pei, K.K. Ramakrishnan and Jianping Wu.
    2015 International Conference on Parallel Processing, Beijing, China, Sept. 2015.
    Paper

 

2014:

  • Application-Aware Latency Monitoring for Cloud Tenants via CloudWatch+
    Dapeng Liu, Dan Pei, Youjian Zhao
    CNSM 2014, Rio de Janeiro, Brazil, Nov 2014
    PaperSlides
  • A Measurement Study on BGP AS Path Looping (BAPL) Behavior
    Shenglin Zhang, Ying Liu, Dan Pei
    IEEE ICCCN, Shanghai, China, August 2014
    PaperSlides
  • Multi-AS Cooperative Incoming Traffic Engineering in a Transit-Edge Separate Internet
    Yaodong Zhang, Yue Wang, Dan Pei, and Jian Yuan.
    Elsevier Computer Networks. 2014.
    Paper (A journal paper, no slides)
  • Designing Buffer Capacity of Crosspoint-Queued Switch
    Guo Chen, Dan Pei, Youjian Zhao and Yongqian Sun
    IFIP NPC, Taiwan, Sept. 2014
    PaperSlides
  • CQRD: A Switch-based Approach to Flow Interference in Data Center Networks
    Guo Chen, Dan Pei, and Youjian Zhao
    IEEE LCN, Edmonton, Canada. Sept. 2014
    PaperSlides

For Dan’s publications before 2014, please check Dan’s Google Scholar page.

 
 
 
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