陈恩红

导师介绍

姓名

陈恩红

工作单位

中国科学技术大学先进技术研究院/中国科学技术大学计算机科学与技术学院

学位/职称

博士/教授

办公室电话

0551-63606355

Email

cheneh@ustc.edu.cn

教育背景

国家杰出青年基金获得者,科技部重点领域创新团队负责人,CCF会士。 1996年获中国科学技术大学计算机软件专业博士学位。 

研究方向

机器学习、数据挖掘、社会网络、个性化推荐系统。

任职经历

 2005年入选教育部新世纪优秀人才支持计划、2015年获安徽省政府特殊津贴,2016年入选安徽省“特支计划”创新领军人才。现任中国科学技术大学计算机科学与技术学院副院长,语音及语言信息处理国家工程实验室副主任,大数据分析及应用安徽省重点实验室主任。教育部计算机类专业教学指导委员会委员,安徽省计算机学会理事长,中国计算机学会理事、人工智能与模式识别专委会委员、数据库专委会委员、大数据专家委员会委员,中国人工智能学会知识工程与分布智能专业委员会副主任委员、机器学习专委会常务委员。曾任中国计算机学会YOCSEF合肥分论坛首任主席(2011年)。WWW Journal、IEEE Transactions on System、Man and Cybernetics:System,计算机研究与发展、模式识别与人工智能、计算机应用等国内外学术期刊编委,KDD、AAAI、ICDM、PAKDD、SDM等重要国际学术会议的程序委员会委员,全国性学术会议NDBC’2012、CCDM’2014、CNCC’2015等的程序委员会主席等。

获得荣誉、奖项

1995年获中国科学院院长优秀奖

2005年入选教育部新世纪优秀人才支持计划

2006年获王宽诚育才奖一等奖

2008年KDD最佳应用论文奖

2010年中国计算机学会(CCF)优秀博士论文导师奖

2011年ICDM最佳研究论文奖

2012年“情境数据挖掘方法及应用研究”获教育部自然科学二等奖(排名第1)

2012年中国科学院优秀导师奖

2013年国家杰出青年基金获得者

2013年中国科学院“朱李月华优秀教师奖”

2014年中国科学院优秀导师奖

2015年SDM最佳论文提名

2015年安徽省政府特殊津贴

2015年中国科学院“朱李月华优秀教师奖”

2016年中国科学院优秀导师奖

2016年中国科学院“朱李月华优秀教师奖”

2016年安徽省“特支计划”创新领军人才

 

主持、参与项目

承担了国家自然科学基金杰出青年基金项目、面上项目、联合重点基金项目,以及863计划、国家重点研发计划课题等项目,以及与诺基亚、阿里巴巴、华为、讯飞的合作项目。在国内外重要学术期刊TKDE、TKDD、TMC、TIST、TC和数据挖掘领域重要国际学术会议KDD、WWW、SIGIR、ICDM、NIPS、ECML-PKDD、CIKM等发表学术论文100余篇,获数据挖掘领域顶级会议KDD2008最佳应用论文奖、ICDM2011最佳研究论文奖、SDM2015最佳论文提名奖、KDD2018最佳学生论文奖等。

论文、著作

近年来主要论著: 

[88]   Baoxing Huai, Enhong Chen, Hengshu Zhu, Hui Xiong, Tengfei Bao, Qi Liu, Jilei   Tian, Towards Personalized Context Recognition for Mobile Users: A Semi-Supervised   Bayesian HMM Approach, ACM Transactions on Knowledge Discovery from   Data(TKDD), accepted

[87]   Hengshu Zhu, Hui Xiong, Yong Ge, and Enhong Chen, Discovery of Ranking Fraud   for Mobile Apps, IEEE Transactions on Knowledge and Data Engineering (TKDE),   accepted

[86]   Defu Lian, Xing Xie, Vincent W. Zheng, Nicholas Jing Yuan, Fuzheng Zhang,   Enhong Chen , CEPR: A Collaborative Exploration and Periodically Returning   Model for Location Prediction, ACM Transactions on Intelligent Systems   and Technology(TIST), accepted

[85]   Fei Tian, Haifang Li, Wei Chen, Tao Qin, Enhong Chen, Tie-Yan Liu, Agent   Behavior Prediction and Its Generalization Analysis, AAAI 2014

[84]   Fei Tian, Bin Gao, Enhong Chen, Tie-Yan Liu, Learning Deep Representations   for Graph Clustering, AAAI 2014

[83]   Zhefeng Wang, Hao Wang, Qi Liu, Enhong Chen,Influential Nodes Selection: A   Data Reconstruction Perspective, SIGIR 2014

[82]   Hanchao Wang, Lili Zhou, Yu Zong, Lei Zhang, Enhong Chen, Xin Li, and Jun   Chen, An Intelligent Search Platform for Business News, WAIM 2014

[81]   Yi Zheng, Qi Liu, Enhong Chen, Yong Ge, and J. Leon Zhao, Time Series   Classification using Multi-Channels Deep Convolutional Neural   Networks, WAIM 2014

[80]   Lili Zhou, Hanchao Wang, Lei Zhang, Enhong Chen, and Jun Chen, A Novel   Knowledge Network Framework for Financial News   Navigation, WAIM 2014

[79]   Kuifei Yu, Hengshu Zhu, Huanhuan Cao, Baoxian Zhang, Enhong Chen, Jilei Tian,   Jinghai Rao: Learning to detect subway arrivals for passengers on a   train. Frontiers of Computer Science 8(2): 316-329 (2014) 

[78]   Haocheng Wu, Wei Wu, Ming Zhou, Enhong Chen, Lei Duan, Heung-Yeung Shum,   Improving Search Relevance for Short Queries in Community Question   Answering, the Seventh ACM International Conference on Web Search and Data   Mining (WSDM'14).

[77]   Defu Lian, Yin Zhu, Xing Xie, Enhong Chen, Analyzing Location Predictability   on Location-Based Social Networks, The 18th Pacific-Asia Conference on   Knowledge Discovery and Data Mining (PAKDD’14)

[76]   Qi Liu, Enhong Chen, Hui Xiong, Yong Ge, Zhongmou Li, Xiang Wu A Cocktail   Approach for Travel Package Recommendation, IEEE Transactions on   Knowledge and Data Engineering (TKDE), 26(2):278-293, 2014

[75]   Hengshu Zhu, Enhong Chen, Huanhuan Cao, Hui Xiong, Jiilei Tian, Mobile App   Classification with Enriched Contextual Information, IEEE Transactions   on Mobile Computing, accepted, 2013

[74]   Chang Tan, Qi Liu, Enhong Chen, Hui Xiong, Xiang Wu, Object-oriented Travel   Package Recommendation, ACM Transactions on Intelligent Systems and   Technology, accepted, 2013

[73]   Tong Xu, Hengshu Zhu, Enhong Chen, Baoxing Huai, Hui Xiong, Jilei Tian,   Learning to Annotate via Social Interaction Analytics, Knowledge and   Information System, accepted, 2013

[72]   Zhen Liao, Daxin. Jiang, Jian Pei, Y. Huang, Enhong. Chen, Huanhuan. Cao,   Hang. Li, A vlHMM Approach for Context-Aware Search, ACM Transactions on   the Web, 7(4):   22, 2013

[71]   Wanyong Tian, Yingchao Zhao, Liang Shi, Qingan Li, Jianhua Li, Chun Jason   Xue, Minming Li, Enhong Chen*, Optimal Task Allocation on Non-Volatile Memory   Based Hybrid Main Memory, IEEE Transactions on Very Large Scale   Integration Systems (TVLSI), 21(7):   1271-1284, 2013

[70] Qi   Liu, Haiping Ma, Enhong Chen, Hui Xiong: A Survey of Context-Aware   Mobile Recommendations. International Journal of Information Technology   and Decision Making 12(1): 139-172 (2013)

[69] Zongda   Wu, Guandong Xu, Chenglang Lu, Enhong Chen, Yanchun   Zhang, Hong Zhang:   Position-wise contextual advertising: Placing relevant ads at appropriate   positions of a web page. Neurocomputing 120: 524-535 (2013)

[68] Weiwei   Wu, Minming Li, Enhong Chen: Optimal key tree structure for two-user   replacement and deletion problems. J. Comb. Optim. 26(1): 44-70 (2013)

[67]   Qi Liu, Biao Xiang, Lei Zhang, Enhong Chen, Ji Chen. Linear Computation for   Independent Social Influence. the 13th IEEE Conference on Data   Mining (ICDM): 468-477, 2013

[66] Guangxiang   Zeng, Ping Luo, Enhong Chen, Min Wang:   From Social User Activities to People Affiliation. the 13th IEEE   Conference on Data Mining (ICDM): 1277-1282, 2013

[65]   Biao Xiang, Qi Liu, Enhong Chen, Hui Xiong, Yi Zheng, PageRank with Priori:   An Influence Propagation Perspective. In Proceedings of 23rd   Internationa Joint Conference on Artificial   Intelligence (IJCAI 2013): 2740-2746, 2013

[64]   Hao Wang, Zhengdong Lu, Hang Li and Enhong Chen, A Dataset for Research on   Short-Text Conversation, EMNLP 2013: 935-945

[63]   Hengshu Zhu, Hui Xiong, Yong Ge, Enhong Chen, Ranking Fraud Detection for   Mobile Apps: A Holistic View, CIKM 2013: 619-628

[62] Miao   Zhang, Chunni Dai, Chris H. Q. Ding, Enhong Chen: Probabilistic   solutions of influence propagation on social networks. CIKM 2013:   429-438

[61] Xiang   Wu, Qi Liu, Enhong Chen, Liang He, Jingsong Lv, Can   Cao, Guoping Hu: Personalized next-song recommendation in online   karaokes. ACM RecSys 2013: 137-140

[60]   Kuifei Yu, Hengshu Zhu, Huanhuan Cao, Baoxian Zhang, Enhong Chen, Jilei Tian,   Jinghai Rao: Learning to Detect the Subway Station Arrival for Mobile   Users. IDEAL 2013: 49-57

[59]   Yue You, Guangyan Huang, Jian Cao, Enhong Chen, Jing He, Yanchun Zhang, Liang   Hu: GEAM: A General and Event-Related Aspects Model for Twitter Event   Detection. WISE (2) 2013: 319-332

[58] 孙光福,吴乐,刘淇,朱琛,陈恩红,基于时序行为的协同过滤推荐算法,软件学报,2013, 24(11):2721 – 2733

[57]   Tong Xu, Dong Liu, Huanhuan Cao, Enhong Chen, Jilei Tian, Towards Annotating   Media Contents through Social Diffusion Analysis, the 12th IEEE   Conference on Data Mining (ICDM 2012):1158-1163, 2012.

[56]   Linli Xu, Bo Li, Enhong Chen, Ensemble Pruning via Constrained   Eigen-Optimization, the 12th IEEE Conference on Data   Mining (ICDM 2012): 715-724, 2012.

[55]   Hengshu Zhu, Kuifei Yu, Huanhuan Cao, Enhong Chen, Hui Xiong, Jilei Tian.   Mining Personal Context-Aware Preferences for Mobile Users. the 12th   IEEE Conference on Data Mining (ICDM 2012): 1212-1217, 2012.

[54]   Hengshu Zhu, Huanhuan Cao, Enhong Chen, Hui Xiong, Jilei Tian. Exploiting   Enriched Contextual Information for Mobile App Classification. the 21st   ACM Conference on Information and Knowledge Management (CIKM 2012):1617-1621, Hawaii,   USA, 2012

[53]   Le Wu, Enhong Chen, Qi Liu, Linli Xu, Tengfei Bao, Lei Zhang, Leveraging   Tagging for Neighborhood-aware Probabilistic Matrix Factorization. the   21st ACM Conference on Information and Knowledge   Management (CIKM 2012):1854-1858, Hawaii, USA, 2012

[52]   Junyuan Xie, Linli Xu, Enhong Chen, Image Denoising and Inpainting with Deep   Neural Networks, Neural Information Processing Systems   Foundation (NIPS 2012):350-358, Lake Tahoe, Nevada, USA, 2012

[51]   Yu Yang, Enhong Chen, Qi Liu, Biao Xiang, Tong Xu, On Approximation of   Real-World Influence Spread, ECML/PKDD (2) 2012: 548-564, Bristol,   UK

[50]   Wenhui Yang, Guiquan Liu, Lei Zhang, Enhong Chen, Multi-View Learning with   Batch Mode Active Selection for Image Retrieval, the 21st International   Conference on Pattern Recognition (ICPR 2012):979-982,Tsukuba, Japan.

[49]   Qi Liu, Enhong Chen, Hui Xiong, Chris H.Q. Ding, Jian Chen, Enhancing   Collaborative Filtering by User Interests Expansion via Personalized   Ranking, IEEE Transactions on Systems, Man, and Cybernetics - Part   B (TSMCB), 42(1):218-233, 2012

[48]   Weiwei Wu, Minming Li, Wanyong Tian, Jason Chun Xue, Enhong Chen,Single and   Multiple Device DSA Problems, Complexities and Online   Algorithms, Theoretical Computer Science,420:89–98,2012

[47]   Lei Zhang, Linpeng Tang, Ping Luo, Enhong Chen,Limei Jiao, Min Wang, Guiquan   Liu, Harnessing the Wisdom of the Crowds for Accurate Web Page   Clipping, KDD 2012:570-578, Beijing

[46]   Xueying Li,Huanhuan Cao,Enhong Chen,Hui Xiong,Jilei Tian,BP-Growth: Searching   Strategies for Efficient Behavior Pattern Mining, 13th International   Conference on Mobile Data Management (MDM 2012):: 238-247

[45]   Tengfei Bao, Huanhuan Cao, Qiang Yang, Enhong Chen, Jilei Tian: Mining   Significant Places from Cell ID Trajectories: A Geo-grid Based   Approach. 13th International Conference on Mobile Data Management (MDM 2012):   288-293

[44]   Tengfei Bao, Huanhuan Cao, Qiang Yang, Enhong Chen, Jilei Tian: A   Demonstration of Mining Significant Places from Cell ID Trajectories through   a Geo-grid Based Approach. 13th International Conference on Mobile Data   Management (MDM 2012): 328-331

[43]   Haiping Ma, Huanhuan Cao, Qiang Yang, Enhong Chen and Jilei Tian, A Habit   Mining Approach for Discovering Similar Mobile Users, WWW 2012:231-240,   Lyon,France

[42]   Xueying Li, Huanhuan Cao, Enhong Chen, Jilei Tian,Learning to Infer The   Status of Heavy-Duty Sensors for Energy Efficient Context-Sensing, ACM   Transactions on Intelligent Systems and Technology,3(2):35, 2012

[41]   Jingsong Lv, Victor C.S.Lee, Minming Li, Enhong   Chen,Profit-based scheduling and channel allocation for multi-item requests   in real-time on-demand data broadcast systems, Data & Knowledge   Engineering, 73:23–42,2012

[40]   Tengfei Bao,Huanhuan Cao,Enhong Chen,Jilei Tian,Hui Xiong,An Unsupervised   Approach to Modeling Personalized Contexts of Mobile Users, Knowledge   and Information Systems, 31(2):345–370,2012

[39]   Zongda Wu, Guandong Xu, Yu Zong, Xun Yi, Enhong Chen, Yanchun Zhang:   Executing SQL queries over encrypted character strings in the   Database-As-Service model. Knowledge Based System 35: 332-348   (2012)

[38]   Haiping Ma,Enhong Chen,Hui Xiong,Linli Xu.Capturing Correlations of Multiple   Labels: A Generative Probabilistic Model for Multi-Label Text   Data, Neurocomputing 92: 116-123 (2012)

[37]   Hengshu Zhu, Enhong Chen, Huanhuan Cao, Jilei Tian: Context-Aware Expert   Finding in Tag Based Knowledge Sharing Communities. International   Journal of Knowledge and Systems Science 3(1): 48-63 (2012)

[36]   Qi Liu, Yong Ge, Zhongmou Li, Enhong Chen, Hui Xiong, Personalized Travel   Package Recommendation, ICDM 2011 (获最佳研究论文奖“Best Research   Paper”)Vancouver, Canada

[35] Yu ZongGuandong XuPing JinYanchun   Zhang, Enhong Chen: HC_AB: A new heuristic clustering algorithm based   on Approximate Backbone. Information Processing Letter,111(17): 857-863   ,2011

[34]   Zhen Liao, Daxin Jiang, Enhong Chen, Jian Pei, Huanhuan Cao, Hang Li, Mining   Concept Sequences from Large-Scale Search Logs for Context-Aware Query   Suggestion. ACM Transactions on Intelligent Systems and Technology,   3(1):17, 2011

[33]   Hengshu Zhu, Huanhuan Cao, Hui Xiong, Enhong Chen, Jilei Tian, Towards Expert   Finding by Leveraging Relevant Categories in Authority Ranking, The 20th   ACM Conference on Information and Knowledge Management (CIKM 11):   2221-2224, Glasgow, 2011

[32]   Fan Ye, Qing Li, Enhong Chen. Benefit based cache data placement and update   for mobile peer to peer networks. World Wide Web,14(3):243-259,2011

[31]   Enhong Chen, Yanggang Lin, Hui Xiong, Qiming Luo, and Haiping Ma, Exploiting   Probabilistic Topic Models to Improve Text Categorization under Class   Imbalance, Information Processing and Management, 47(2),202-214, 2011

[30]   Qiming Luo; Enhong Chen; Hui Xiong. A Semantic Term Weighting Scheme for Text   Categorization, Expert Systems With Applications, 38(10):   12708-12716, 2011

[29]   Qi Liu, Enhong Chen, Biao Xiang, Chris H. Q. Ding, Liang He: Gaussian Process   for Recommender Systems. KSEM 2011: 56-67

[28]   Hengshu Zhu, Enhong Chen, Huanhuan Cao: Finding Experts in Tag Based   Knowledge Sharing Communities. KSEM 2011: 183-195

[27]   Tengfei Bao, Happia Cao, Enhong Chen, Jilei Tian, and Hui Xiong,An   Unsupervised Approach to Modeling Personalized Contexts of Mobile   Users, the 10th IEEE Conference on Data Mining (ICDM 2010):   38-47

[26]   Huanhuan Cao, Tengfei Bao, Qiang Yang, Enhong Chen, Jilei Tian. An Effective   Approach for Mining Mobile User Habits, The 19th ACM Conference on   Information and Knowledge Management (CIKM 2010): 1677-1680

[25]   Qi Liu,Enhong Chen,Hui Xiong and Chris Ding.Exploiting User Interests for   Collaborative Filtering:Interests Expansion via Personalized   Ranking, The 19th ACM Conference on Information and Knowledge   Management (CIKM 2010): 1697-1700

[24]   Fan Ye, Qing Li, Enhong Chen,“Benefit based cache data placement and update for Mobile Peer to   Peer networks”,The 3rd IEEE International Conference on Ubi-Media   Computing (U-Media 2010), pp 50-57, 2010. (获u-media 2010 最佳论文奖)

[23]   Lei Zhang, Guiquan Liu, Xuechen Zhang, Song Jiang and Enhong Chen. Storage   Device Performance Prediction with Selective Bagging Classification and   Regression Tree. IFIP NPC 2010: 121-133

[22]   Yi Zheng, Qifeng Dai, Qiming Luo, Enhong Chen. Hedge Classification with   Syntactic Dependency Features based on an Ensemble Classifier, in the   14th Conference on Computational Natural Language   Learning (CoNLL 2010)

[21]   Wanyong Tian; Minming Li; Enhong Chen. Energy Optimal Schedules for Jobs with   Multiple Active Intervals,Theoretical Computer Science 411(3), 672-676,   2010

[20]   Biao Xiang,Daxin Jiang, Jian Pei, Xiaohui Sun, Enhong Chen, Hang Li.   Context-Aware Ranking in Web Search, SIGIR 2010: 451-458

[19]   Huanhuan Cao, Enhong Chen, Jie Yang, Hui Xiong. Enhancing Recommender Systems   under Volatile User Interest Drifts, CIKM 2009: 1257-1266

[18]   Qifeng Dai, Enhong Chen and Liu Shi. An Iterative Approach for Joint   Dependency Parsing and Semantic Role, in the 13th Conference on   Computational Natural Language Learning (CoNLL 2009), Boulder, CO,   USA, June 4-5, 2009

[17]   Weiwei Wu, Minming Li and Enhong Chen. Optimal tree structures for group key   tree management considering insertion and deletion cost, Theoretical   Computer Science 410(27-29), 2619-2631, 2009

[16]   Huanhuan Cao, Derek Hao Hu, Dou Shen, Daxin Jiang, Jian-Tao Sun, Enhong Chen,   Qiang Yang,Context-Aware Query Classification, SIGIR 2009: 3-10

[15]   Huanhuan Cao, Daxin Jiang, Jian Pei, Enhong Chen, Hang Li. Towards   Context-Aware Search by Learning A Very Large Variable Length Hidden Markov   Model from Search Logs, WWW 2009: 191-200

[14] Weiwei WuMinming Li,   Enhong Chen: Min-Energy Scheduling for Aligned Jobs in Accelerate   Model. ISAAC 2009:   462-472

[13]   Weiwei Wu, Minming Li and Enhong Chen. Optimal Key Tree Structure for   Deleting Two or More Leaves,in the 19th International Symposium on Algorithms and   Computation (ISAAC 2008): 77-88, Gold Coast, Australia, 2008.

[12]   Enhong Chen, Liu Shi and Dawei Hu. Probabilistic Model for Syntactic and Semantic   Dependency Parsing, in the 12th Conference on Computational Natural   Language Learning (CoNLL 2008), Manchester, UK, August 16-17, 2008.

[11]   Huanhuan Cao, Daxin Jiang, Jian Pei, Qi He, Zhen Liao, Enhong Chen, Hang Li,   Context-Aware Query Suggestion by Mining Click-Through and Session   Data, in the 14th ACM SIGKDD International Conference on Knowledge   Discovery and Data Mining (KDD 2008, 获 “Best   Application Paper Award”)

[10]   Xiaojun Quan, Enhong Chen, Qiming Luo, Hui Xiong, Adaptive Label-Driven Scaling   for Latent Semantic Indexing, In the 31st Annual International ACM SIGIR   Conference (SIGIR 2008) Poster:827-828

[09]   Weiwei Wu, Minming Li and Enhong Chen, Optimal Tree Structures for Group Key   Tree Management Considering Insertion and Deletion Cost, The Fourteenth   Annual International Computing and Combinatorics Conference, June 27-29,   Dalian, China (COCOON'08)

[08]   Fan Ye , Qing Li, EnHong Chen, Adaptive Caching with Heterogeneous Devices in   Mobile Peer to Peer Network, ACM SAC'08

[07]   Enhong Chen, Huanhuan Cao, Qing Li, Tieyun Qian, Efficient Strategies for   Tough Aggregate Constraint Based Sequential Pattern Mining, Information   Sciences, 178(6):1498-1518, 2008

[06]   Tieyun Qian, Hui Xiong, Yuanzhen Wang, Enhong Chen, On the Strength of   Hyperclique Patterns for Text Categorization, Information Sciences,   177(19):4040-4058, 2007

[05]   Tieyun Qian, Hui Xiong, Yuanzhen Wang, Enhong Chen, Adapting Association   Patterns for Text Categorization: Weakness and enhancements, ACM   Conference on information and Knowledge Management (CIKM 2006),   pp.782-783, 2006

[04]   Enhong Chen, Shu Wang, Phillip C-y Sheu, A Novel Approach of Table Detection   and Analysis for Semantic Annotation, International Journal on   Artificial Intelligence Tools, 15(3): 465-480, 2006.

[03]   Enhong Chen, Xujia Chen, Phillip C.-Y. Sheu, Tieyun Qian, An Evolutionary   Computational Method for N-Connection Subgraph Discovery, The 18th IEEE   International Conference on Tools with Artificial   Intelligence (ICTAI 2006), 169-178, 2006

[02]   Min Li, Enhong Chen, Phillip C-y SHEU. A Chord-based Novel Mobile   Peer-to-Peer File Sharing Protocol, APWeb'06,3841: 806-811

[01]   Tak-Lam Wong, Wai Lam, Enhong Chen, Automatic Domain Ontology Generation from   Web Sites, Journal of Integrated Design and Process Science, 9(3), 2005