1. /Publications
  • B Zong, Q Song, M Min, W Cheng, C Lumezanu, D Cho, H Chen . Deep Autoencoding Gaussian Mixture Model for Unsupervised Anomaly Detection. Proceedings of the Sixth International Conference on Learning Representations, ICLR 2018, Vancouver CANADA, April 30 -May 03, 2018 . Link
  • J Ni, S Chang, X Liu, W Cheng, H Chen, D Xu, X Zhang . Co-Regularized Deep Multi-Network Embedding. Proceedings of 2018 World Wide Web Conference, WWW 2018, Lyon, France, april 23-27, 2018 . Link
  • W Yu, W Cheng, C Aggarwal, H Chen, W Wang . Link prediction with spatial and temporal consistency in dynamic networks. Proceedings of the twenty-sixth international joint conference on artificial intelligence, IJCAI 2017, melbourne, australia, august 19-25, 2017 . Link
  • Y Qin, D Song, H Chen, W Cheng, G Jiang, G Cottrell . A dual-stage attention-based recurrent neural network for time series prediction. Proceedings of the twenty-sixth international joint conference on artificial intelligence, IJCAI 2017, melbourne, australia, august 19-25, 2017 . Link
  • J Ni, W Cheng, K Zhang, D Song, T Yan, H Chen, X Zhang . Ranking causal anomalies by modeling local propagations on networked systems. 2017 IEEE international conference on data mining, ICDM 2017, new orleans, la, usa, november 18-21, 2017 . Link
  • B Dong, Z Chen, W Wang, L Tang, K Zhang, Y Lin, Z Li, H Chen . Efficient discovery of abnormal event sequences in enterprise security systems. Proceedings of the 2017 ACM on conference on information and knowledge management, CIKM 2017, singapore, november 06 - 10, 2017 . Link
  • T Xu, T Yan, D Song, W Cheng, H Chen, G Jiang, J Bi . Identifying and quantifying nonlinear structured relationships in complex manufactural systems. 2017 IEEE international conference on big data, bigdata 2017, boston, ma, usa, december 11-14, 2017 . Link
  • W Cheng, J Ni, K Zhang, H Chen, G Jiang, Y Shi, X Zhang, W Wang . Ranking causal anomalies for system fault diagnosis via temporal and dynamical analysis on vanishing correlations. TKDD . Link
  • T Guo, Z Xu, X Yao, H Chen, K Aberer, K Funaya . Robust online time series prediction with recurrent neural networks. 2016 IEEE international conference on data science and advanced analytics, DSAA 2016, montreal, qc, canada, october 17-19, 2016 . Link
  • W Cheng, K Zhang, H Chen, G Jiang, Z Chen, W Wang . Ranking causal anomalies via temporal and dynamical analysis on vanishing correlations. Proceedings of the 22nd ACM SIGKDD international conference on knowledge discovery and data mining, san francisco, ca, usa, august 13-17, 2016 . Link
  • K Zhang, S Zhe, C Cheng, Z Wei, Z Chen, H Chen, G Jiang, Y Qi, J Ye . Annealed sparsity via adaptive and dynamic shrinking. Proceedings of the 22nd ACM SIGKDD international conference on knowledge discovery and data mining, san francisco, ca, usa, august 13-17, 2016 . Link
  • T Chen, L Tang, Y Sun, Z Chen, H Chen, G Jiang . Integrating community and role detection in information networks. Proceedings of the 2016 SIAM international conference on data mining, miami, florida, usa, may 5-7, 2016 . Link
  • B Dong, Z Chen, H Wang, L Tang, K Zhang, Y Lin, H Chen, G Jiang . GID: graph-based intrusion detection on massive process traces for enterprise security systems. CoRR . Link
  • Y Lin, Z Chen, C Cao, L Tang, K Zhang, Z Li, H Chen, G Jiang . Collaborative alerts ranking for anomaly detection. CoRR . Link
  • H Chen, M Takehiko, Y Tan, K Zhang, G Jiang . A quality control engine for complex physical systems. 45th annual IEEE/IFIP international conference on dependable systems and networks, DSN 2015, rio de janeiro, brazil, june 22-25, 2015 . Link
  • Z Han, H Chen, T Yan, G Jiang . Time series segmentation to discover behavior switching in complex physical systems. 2015 IEEE international conference on data mining, ICDM 2015, atlantic city, nj, usa, november 14-17, 2015 . Link
  • L Ulanova, T Yan, H Chen, G Jiang, E Keogh, K Zhang . Efficient long-term degradation profiling in time series for complex physical systems. Proceedings of the 21th ACM SIGKDD international conference on knowledge discovery and data mining, sydney, nsw, australia, august 10-13, 2015 . Link
  • Z Xu, K Funaya, H Chen, S Leoni . Semi-supervised multivariate sequential pattern mining. New frontiers in mining complex patterns - 4th international workshop, NFMCP 2015, held in conjunction with ECML-PKDD 2015, porto, portugal, september 7, 2015, revised selected papers . Link
  • A Sharma, F Ivancic, A Niculescu-Mizil, H Chen, G Jiang . Modeling and analytics for cyber-physical systems in the age of big data. SIGMETRICS Performance Evaluation Review . Link
  • H Zhang, G Jiang, K Yoshihira, H Chen . Proactive workload management in hybrid cloud computing. IEEE Trans. Network and Service Management . Link
  • O Patri, A Sharma, H Chen, G Jiang, A Panangadan, V Prasanna . Extracting discriminative shapelets from heterogeneous sensor data. 2014 IEEE international conference on big data, big data 2014, washington, dc, usa, october 27-30, 2014 . Link
  • B Liu, H Chen, A Sharma, G Jiang, H Xiong . Modeling heterogeneous time series dynamics to profile big sensor data in complex physical systems. Proceedings of the 2013 IEEE international conference on big data, 6-9 october 2013, santa clara, ca, USA . Link
  • A Sharma, H Chen, M Ding, K Yoshihira, G Jiang . Fault detection and localization in distributed systems using invariant relationships. 2013 43rd annual IEEE/IFIP international conference on dependable systems and networks (dsn), budapest, hungary, june 24-27, 2013 . Link
  • M Ding, H Chen, A Sharma, K Yoshihira, G Jiang . A data analytic engine towards self-management of cyber-physical systems. 33rd international conference on distributed computing systems workshops (ICDCS 2013 workshops), philadelphia, pa, usa, 8-11 july, 2013 . Link
  • H Chen, H Kang, G Jiang, Y Zhang . Network-aware coordination of virtual machine migrations in enterprise data centers and clouds. 2013 IFIP/IEEE international symposium on integrated network management (IM 2013), ghent, belgium, may 27-31, 2013 . Link
  • G Jiang, H Chen, K Yoshihira, A Saxena . Ranking the importance of alerts for problem determination in large computer systems. Cluster Computing . Link
  • H Chen, W Zhang, G Jiang . Experience transfer for the configuration tuning in large-scale computing systems. IEEE Trans. Knowl. Data Eng. . Link
  • H Chen, H Kang, G Jiang, K Yoshihira . Application behavior mapping across heterogeneous hardware platforms. IEEE ninth international conference on dependable, autonomic and secure computing, DASC 2011, 12-14 december 2011, sydney, australia . Link
  • L Lu, H Zhang, G Jiang, H Chen, K Yoshihira, E Smirni . Untangling mixed information to calibrate resource utilization in virtual machines. Proceedings of the 8th international conference on autonomic computing, ICAC 2011, karlsruhe, germany, june 14-18, 2011 . Link
  • X Kang, H Zhang, G Jiang, H Chen, X Meng, K Yoshihira . Understanding internet video sharing site workload: A view from data center design. J. Visual Communication and Image Representation . Link
  • H Kang, H Chen, G Jiang . PeerWatch: A fault detection and diagnosis tool for virtualized consolidation systems. Proceedings of the 7th international conference on autonomic computing, ICAC 2010, washington, dc, usa, june 7-11, 2010 . Link
  • H Chen, H Kang, G Jiang, K Yoshihira, A Saxena . VCAE: A virtualization and consolidation analysis engine for large scale data centers. Fourth IEEE international conference on self-adaptive and self-organizing systems, SASO 2010, budapest, hungary, 27 september - 1 october 2010 . Link
  • H Chen, G Jiang, H Zhang, K Yoshihira . A cooperative sampling approach to discovering optimal configurations in large scale computing systems. 29th IEEE symposium on reliable distributed systems (SRDS 2010), new delhi, punjab, india, october 31 - november 3, 2010 . Link
  • H Chen, G Jiang, K Yoshihira, A Saxena . Invariants based failure diagnosis in distributed computing systems. 29th IEEE symposium on reliable distributed systems (SRDS 2010), new delhi, punjab, india, october 31 - november 3, 2010 . Link
  • H Zhang, H Chen, G Jiang, X Meng, K Yoshihira . Fast indexing for large-scale networked system modeling. JNW . Link
  • H Chen, W Zhang, G Jiang . Experience transfer for the configuration tuning in large scale computing systems. SIGMETRICS Performance Evaluation Review . Link
  • G Jiang, H Chen, K Yoshihira, A Saxena . Ranking the importance of alerts for problem determination in large computer systems. Proceedings of the 6th international conference on autonomic computing, ICAC 2009, june 15-19, 2009, barcelona, spain . Link
  • H Zhang, G Jiang, K Yoshihira, H Chen, A Saxena . Resilient workload manager: Taming bursty workload of scaling internet applications. Proceedings of the 6th international conference on autonomic computing, ICAC 2009, june 15-19, 2009, barcelona, spain . Link
  • J Gao, G Jiang, H Chen, J Han . Modeling probabilistic measurement correlations for problem determination in large-scale distributed systems. 29th IEEE international conference on distributed computing systems (ICDCS 2009), 22-26 june 2009, montreal, québec, canada . Link
  • H Chen, G Jiang, H Zhang, K Yoshihira . Boosting the performance of computing systems through adaptive configuration tuning. Proceedings of the 2009 ACM symposium on applied computing (sac), honolulu, hawaii, usa, march 9-12, 2009 . Link
  • H Chen, G Jiang . A gradient oriented recombination scheme for evolution strategies. Proceedings of the 2009 ACM symposium on applied computing (sac), honolulu, hawaii, usa, march 9-12, 2009 . Link
  • H Zhang, G Jiang, K Yoshihira, H Chen, A Saxena . Intelligent workload factoring for a hybrid cloud computing model. 2009 IEEE congress on services, part i, SERVICES I 2009, los angeles, ca, usa, july 6-10, 2009 . Link
  • G Jiang, H Chen, K Yoshihira . Profiling services for resource optimization and capacity planning in distributed systems. Cluster Computing . Link
  • H Chen, G Jiang, K Yoshihira . Monitoring high-dimensional data for failure detection and localization in large-scale computing systems. IEEE Trans. Knowl. Data Eng. . Link
  • H Zhang, A Sharma, H Chen, G Jiang, X Meng, K Yoshihira . Enabling information confidentiality in publish/subscribe overlay services. Proceedings of IEEE international conference on communications, ICC 2008, beijing, china, 19-23 may 2008 . Link
  • A Saboori, G Jiang, H Chen . Autotuning configurations in distributed systems for performance improvements using evolutionary strategies. 28th IEEE international conference on distributed computing systems (ICDCS 2008), 17-20 june 2008, beijing, china . Link
  • H Chen, H Cheng, G Jiang, K Yoshihira . Exploiting local and global invariants for the management of large scale information systems. Proceedings of the 8th IEEE international conference on data mining (ICDM 2008), december 15-19, 2008, pisa, italy . Link
  • X Kang, H Zhang, G Jiang, H Chen, X Meng, K Yoshihira . Measurement, modeling, and analysis of internet video sharing site workload: A case study. 2008 IEEE international conference on web services (ICWS 2008), september 23-26, 2008, beijing, china . Link
  • X Meng, G Jiang, H Zhang, H Chen, K Yoshihira . Automatic profiling of network event sequences: Algorithm and applications. INFOCOM 2008. 27th IEEE international conference on computer communications, joint conference of the IEEE computer and communications societies, 13-18 april 2008, phoenix, az, USA . Link
  • N Jiang, G Jiang, H Chen, K Yoshihira . Correlating real-time monitoring data for mobile network management. 9th IEEE international symposium on a world of wireless, mobile and multimedia networks, WOWMOM 2008, newport beach, ca, usa, 23-26 june, 2008 . Link
  • X Kang, H Zhang, G Jiang, H Chen, X Meng, K Yoshihira . Understanding internet video sharing site workload: A view from data center design. Proceedings of the 17th international conference on world wide web, WWW 2008, beijing, china, april 21-25, 2008 . Link
  • H Chen, G Jiang, K Yoshihira . Failure detection in large-scale internet services by principal subspace mapping. IEEE Trans. Knowl. Data Eng. . Link
  • G Jiang, H Chen, K Yoshihira . Efficient and scalable algorithms for inferring likely invariants in distributed systems. IEEE Trans. Knowl. Data Eng. . Link
  • G Jiang, H Chen, C Ungureanu, K Yoshihira . Multiresolution abnormal trace detection using varied-length n-grams and automata. IEEE Trans. Systems, Man, and Cybernetics, Part C . Link
  • H Chen, G Jiang, C Ungureanu, K Yoshihira . Online tracking of component interactions for failure detection and localization in distributed systems. IEEE Trans. Systems, Man, and Cybernetics, Part C . Link
  • H Cheng, H Chen, G Jiang, K Yoshihira . Nonlinear feature selection by relevance feature vector machine. Machine learning and data mining in pattern recognition, 5th international conference, MLDM 2007, leipzig, germany, july 18-20, 2007, proceedings . Link
  • G Jiang, H Chen, K Yoshihira . Discovering likely invariants of distributed transaction systems for autonomic system management. Cluster Computing . Link
  • G Jiang, H Chen, K Yoshihira . Modeling and tracking of transaction flow dynamics for fault detection in complex systems. IEEE Trans. Dependable Sec. Comput. . Link
  • Z Guo, G Jiang, H Chen, K Yoshihira . Tracking probabilistic correlation of monitoring data for fault detection in complex systems. 2006 international conference on dependable systems and networks (DSN 2006), 25-28 june 2006, philadelphia, pennsylvania, usa, proceedings . Link
  • G Jiang, H Chen, K Yoshihira . Discovering likely invariants of distributed transaction systems for autonomic system management. Proceedings of the 3rd international conference on autonomic computing, ICAC 2006, dublin, ireland, 13-16 june 2006 . Link
  • H Chen, G Jiang, K Yoshihira . Robust nonlinear dimensionality reduction for manifold learning. 18th international conference on pattern recognition (ICPR 2006), 20-24 august 2006, hong kong, china . Link
  • H Chen, G Jiang, K Yoshihira . Fault detection in distributed systems by representative subspace mapping. 18th international conference on pattern recognition (ICPR 2006), 20-24 august 2006, hong kong, china . Link
  • H Chen, G Jiang, C Ungureanu, K Yoshihira . Combining supervised and unsupervised monitoring for fault detection in distributed computing systems. Proceedings of the 2006 ACM symposium on applied computing (sac), dijon, france, april 23-27, 2006 . Link
  • H Chen, P Meer . Robust fusion of uncertain information. IEEE Trans. Systems, Man, and Cybernetics, Part B . Link
  • G Jiang, H Chen, C Ungureanu, K Yoshihira . Multi-resolution abnormal trace detection using varied-length n-grams and automata. Second international conference on autonomic computing (ICAC 2005), 13-16 june 2005, seattle, wa, USA . Link
  • H Chen, G Jiang, C Ungureanu, K Yoshihira . Failure detection and localization in component based systems by online tracking. Proceedings of the eleventh ACM SIGKDD international conference on knowledge discovery and data mining, chicago, illinois, usa, august 21-24, 2005 . Link
  • H Chen, I Shimshoni, P Meer . Model based object recognition by robust information fusion. 17th international conference on pattern recognition, ICPR 2004, cambridge, uk, august 23-26, 2004. . Link
  • H Chen, P Meer . Robust fusion of uncertain information. IEEE conference on computer vision and pattern recognition, CVPR workshops 2003, madison, wisconsin, usa, 16-22 june, 2003 . Link
  • H Chen, P Meer . Robust regression with projection based m-estimators. 9th IEEE international conference on computer vision (ICCV 2003), 14-17 october 2003, nice, france . Link
  • H Chen, P Meer . Robust computer vision through kernel density estimation. Computer vision - ECCV 2002, 7th european conference on computer vision, copenhagen, denmark, may 28-31, 2002, proceedings, part I . Link
  • H Chen, P Meer, D Tyler . Robust regression for data with multiple structures. 2001 IEEE computer society conference on computer vision and pattern recognition (CVPR 2001), with cd-rom, 8-14 december 2001, kauai, hi, USA . Link