Faculty CV 教师简历 LIU Hongyan Ph.D., Associate Professor 刘红岩

Faculty CV 教师简历

LIU Hongyan Ph.D., Associate Professor 刘红岩博士，副教授 Department of Management Science and Engineering 中国北京（100084） School of Economics and Management, Tsinghua University 清华大学经济与管理学院 Beijing 100084, China 管理科学与工程系 Tel: 8610-6278-9961; Fax: 8610-6277-1647 电话：8610-6278-9961；传真：8610-6277-1647 [email protected] [email protected] Education 教育背景 2000 Ph.D. in Management Science and Engineering, 2000 清华大学经济管理学院管理科学与工程专业管理 Tsinghua University, Beijing, China 学博士 Professional Experience 工作经历 2003-present Associate professor, Department of Management 2003-至今清华大学经济管理学院管理科学与工程系副教授 Science and Engineering, School of Economics and Management, Tsinghua University 2011 Spring Visiting Scholar, Department of Systems Engineering 2011 春香港中文大学系统工程与工程管理系学术访问 and Engineering Management, The Chinese University of Hong Kong, HK, China 2004-2005 Visiting Scholar, Department of Computer Science, 2004-2005 美国伊利诺伊大学(UIUC)计算机系访问学者 University of Illinois at Urbana-Champaign (UIUC), U.S.A. 2002 Fall Visiting Scholar, Department of Computer Science, 2002 秋香港科技大学计算机系合作研究 Hong Kong University of Science and Technology, HK, China 2001 Fall Visiting Scholar, Department of Systems Engineering 2001 秋香港中文大学系统工程与工程管理系博士后合作 and Engineering Management, The Chinese University 研究 of Hong Kong, HK, China 1999 Fall Visiting Scholar, The Chinese University of Hong Kong, 1999 秋香港中文大学商学院访问学者 HK, China 1997-2003 Assistant professor, Department of Management Science 1997-2003 清华大学经济管理学院管理科学与工程系讲师 and Engineering, School of Economics and Management, Tsinghua University 1994-1997 Lecturer, Department of Management Science and 1994-1997 清华大学经济管理学院管理科学与工程系助教 Engineering, Tsinghua University Research Interests 主要研究领域 Business Intelligence, Data Mining, Data Warehouse, OLAP, Information 商务智能、数据挖掘、数据仓库、OLAP、信息系统、数据库 Systems, Database 1 Courses Taught 讲授课程 Principles of Database Systems, Application of Database, Business 数据库原理、数据库应用、商务智能、数据仓库与数据挖掘、数据结构、 Intelligence, Data warehouse and Data Mining, Data Structure, C C 语言 Programming Language.

Professional Societies/Activities 学术兼职  2007.9-now：Advanced member of China Computer Federation  2007.9-至今：中国计算机学会高级会员  2008-now: Member of AIS, CNAIS,ACM, IEEE  2008-至今：AIS 会员，CNAIS 会员，ACM 会员，IEEE 会员  2010-now: Member of SIAM, SIGKDD  2010-至今: SIAM 会员, SIGKDD 会员  PC member: PAISI, ICIS2009 Associate Editor, CIKM,  程序委员会委员 : PAISI, ICIS2009 Associate Editor, CIKM, APWeb/WAIM, WISE, WISM, CSWIM, CNAIS, ICNC-FSKD. APWeb/WAIM, WISE, WISM, CSWIM, CNAIS, ICNC-FSKD.  Journal reviewer：Decision Sciences, TKDE (IEEE Transaction on  国际期刊审稿人：Decision Sciences, TKDE (IEEE Transaction on Knowledge and Data Engineering), DSS (Decision Support Systems), Knowledge and Data Engineering), DSS (Decision Support Systems), DKE (the Data & Knowledge Engineering Journal), Information DKE (the Data & Knowledge Engineering Journal), Information Sciences, Informatics (An International Journal of Computing and Sciences, Informatics (An International Journal of Computing and Informatics), IEEE Transactions on Systems, Man and Cybernetics, Informatics), IEEE Transactions on Systems, Man and Cybernetics, Part A, Fuzzy Optimization and Decision Making. Part A, Fuzzy Optimization and Decision Making. Research Projects/Grants 科研项目/经费  1/2009-12/2011, Person-in-charge, “Found technology and application of  刘红岩, “基于数据挖掘的用户网上行为模式的发现技术与应用研 online user’s behavior patterns based on data mining”, National Natural 究”, [2009-1~2011-12], 国家自然科学基金面上项目（70871068） Science Foundation of China (No. 70871068 )  1/2005-12/2007, Person-in-charge, “Theory and Application of Friendly  刘红岩, “与信息系统紧密集成的友好的知识发现系统的理论与应用 Knowledge Discovery System Integrating Information System”, National 研究”, [2005-1~2007-12], 国家自然科学基金面上项目（70471006） Natural Science Foundation of China (No.70471006).  刘红岩，“新兴电子商务重大基础问题及关键技术研究”之课题三“面  1/2009-12-2012 ， Person-in-charge, “Research on service-oriented 向服务的商务智能与知识管理方法研究”， [2009-1~2012-12]，国家自 business intelligence and knowledge management Methods”, National 然科学基金重大项目 Natural Science Foundation of China (No. 70890083). Honors and Awards 荣誉及奖项  2006 Best Teacher in charge of a class, School of Economics &  2006 年清华大学经济管理学院，优秀班主任 Management, Tsinghua University  2006 A paper is awarded as one of four “Best of SDM06” papers  2006 一篇论文被评为 SDM06 四篇最佳论文之一  2009 CSWIM Best Research Paper Award  2009 CSWIM 最佳研究论文奖  2009 ADMA Best Paper Award  2009 ADMA 最佳论文奖  2009 An Excellent Faculty  2009 年度先进工作者  2009 Best Teaching Award  2009 教学优秀二等奖  2010 SDM2010 Best Paper Award  2010 SDM2010 最佳论文奖  2011 Best Research Award  2010 科研工作先进二等奖

2 Patents 专利 1. A System and Method of Extracting English Phrases, China, No: ZL 1. 一种自动拆分英文复合词组的系统和方法,中国, 专利号：ZL 200910078791.9, 2011.1.5 200910078791.9, 2011.1.5 2. A System and Method of Measuring Link Similarity Based on Block 2. 一种在信息检索中基于图中的块结构来计算网页结构图中的链接相 Structure of Page Link Graph, China, No: ZL 200910078788.7, 似度的系统和方法,中国,专利号：ZL 200910078788.7, 2011.5.4 2011.5.4 一种数据库模式重构系统和方法中国专利号： 3. A System and Method of Reconstructing Database Schema, China, 3. , , ZL 200910078789.1, No: ZL 200910078789.1, 2011.3.20 2011.3.20 4. A Method of Measuring Document Similarity, China, No: ZL 4. 一种文档相似度衡量方法, 中国, 专利号：ZL 200910078785.3, 200910078785.3, 2011.3.20 2011.3.20 Publications 发表成果  Journal Articles  期刊论文 1. Yinghui Yang, Hongyan Liu and Yuanjue Cai, “'Discovery of Online 1. Yinghui Yang, Hongyan Liu and Yuanjue Cai, “'Discovery of Online Shopping Patterns Cross Web Sites”. INFORMS Journal On Shopping Patterns Cross Web Sites”. INFORMS Journal On Computing. (forthcoming) Computing. (forthcoming) 2. Yinghui Yang, Balaji Padmanabhan, Hongyan Liu and Xiaoyu Wang, 2. Yinghui Yang, Balaji Padmanabhan, Hongyan Liu and Xiaoyu Wang, “Discovery of Periodic Patterns in Sequence Data: A Variance Based “Discovery of Periodic Patterns in Sequence Data: A Variance Based Approach”. INFORMS Journal On Computing. Published online in Approach”. INFORMS Journal On Computing. Published online in Articles in Advance, May 17, 2011。 DOI: 10.1287/ijoc.1110.0457. Articles in Advance, May 17, 2011。 DOI: 10.1287/ijoc.1110.0457. 3. Zi Huang, Bo Hu, Hong Cheng, Heng Tao Shen, Hongyan Liu and 3. Zi Huang, Bo Hu, Hong Cheng, Heng Tao Shen, Hongyan Liu and Xiaofang Zhou. Mining Near-duplicate Graph for Cluster-based Xiaofang Zhou. Mining Near-duplicate Graph for Cluster-based Reranking of Web Video Search Results. ACM Transactions on Reranking of Web Video Search Results. ACM Transactions on Information Systems (TOIS). Volume 28 Issue 4, 2010. Information Systems (TOIS). Volume 28 Issue 4, 2010. 4. Hongyan Liu, Xiaoyu Wang, Yinghui Yang, Comments on “An 4. Hongyan Liu, Xiaoyu Wang, Yinghui Yang, Comments on “An Integrated Efficient Solution for Computing Frequent and Top-k Integrated Efficient Solution for Computing Frequent and Top-k Elements in Data Streams”, ACM Transactions on Database Systems Elements in Data Streams”, ACM Transactions on Database Systems (TODS), Volume 35, Issue 1. April, 2010. (TODS), Volume 35, Issue 1. April, 2010. 5. Hongyan Liu, Fangzhou Lin, Jun He, and Yunjue Cai. A New 5. Hongyan Liu, Fangzhou Lin, Jun He, and Yunjue Cai. A New Approach for the Sequential Pattern Mining of High dimensional Approach for the Sequential Pattern Mining of High dimensional Sequence Databases. Decision Support Systems. Volume 50, Issue 1, Sequence Databases. Decision Support Systems. Volume 50, Issue 1, December 2010, Pages 270-280. December 2010, Pages 270-280. 6. Jianwei Cui, Hongyan Liu, Pei Li, Jun He, Xiaoyong Du, Puwei Wang. 6. Jianwei Cui, Hongyan Liu, Pei Li, Jun He, Xiaoyong Du, Puwei Wang. TagClus: a Random Walk-Based Method for Tag Clustering. TagClus: a Random Walk-Based Method for Tag Clustering. Knowledge and Information Systems. Volume 27, Issue 2 (2011), Knowledge and Information Systems. Volume 27, Issue 2 (2011), Page 193. Page 193.

3 7. Hongyan Liu, Xiaoyu Wang, Jun He, Jiawei Han, Dong Xin, Zheng 7. Hongyan Liu, Xiaoyu Wang, Jun He, Jiawei Han, Dong Xin, Zheng Shao. Top-down mining of frequent closed patterns from very high Shao. Top-down mining of frequent closed patterns from very high dimensional data. Information Sciences, Volume 179, Issue 7, 15 dimensional data. Information Sciences, Volume 179, Issue 7, 15 March 2009, Pages 899-924. （SCI 2008 年 IF(影响因子)=3.095） March 2009, Pages 899-924. （SCI 2008 年 IF(影响因子)=3.095） 8. Guoqing Chen, Hongyan Liu et. al. A New Approach to Classification 8. Guoqing Chen, Hongyan Liu et. al. A New Approach to Classification Based on Association Rule Mining. Decision Support Systems. 42 Based on Association Rule Mining. Decision Support Systems. 42 (2006), p674-689. (2006), p674-689. 9. Hongyan Liu, Ying Lu, Jiawei Han, Jun He. Error-Adaptive and 9. Hongyan Liu, Ying Lu, Jiawei Han, Jun He. Error-Adaptive and Time-Aware Maintenance of Frequency Counts over Data Streams. Time-Aware Maintenance of Frequency Counts over Data Streams. Lecture Notes in Computer Science. Volume 4016. Springer. June 2006. Lecture Notes in Computer Science. Volume 4016. Springer. June 2006. p484-495. p484-495. 10. Hailiang Chen, Hongyan Liu, Jiawei Han, Xiaoxin Yin. Exploring 10. Hailiang Chen, Hongyan Liu, Jiawei Han, Xiaoxin Yin. Exploring Optimization of Semantic Relationship Graph for Multi-relational Optimization of Semantic Relationship Graph for Multi-relational Bayesian Classification. Decision Support Systems. Volume 48, Issue Bayesian Classification. Decision Support Systems. Volume 48, Issue 1 (2009). p112–121. 1 (2009). p112–121. 11. Jun He, Hongyan Liu, Bo Hu, and Xiaoyong Du. Selecting Effective 11. Jun He, Hongyan Liu, Bo Hu, and Xiaoyong Du. Selecting Effective Features and Relations for Efficient Multi-relational Classification. Features and Relations for Efficient Multi-relational Classification. Computational Intelligence. Volume 26, Number 3, 2010 (SCI Computational Intelligence. Volume 26, Number 3, 2010 (SCI IF=3.31) IF=3.31) 12. Puwei Wang, Zhi Jin, Hongyan Liu. Capability Description and 12. Puwei Wang, Zhi Jin, Hongyan Liu. Capability Description and Discovery of Internetware Entity. Science in China Series F: Discovery of Internetware Entity. Science in China Series F: Information Sciences. 2010 53 (4): 685-703. Information Sciences. 2010 53 (4): 685-703. 13. Hongyan Liu, Yuan Lin, Jiawei Han, Jun He. Methods for Mining 13. Hongyan Liu, Yuan Lin, Jiawei Han, Jun He. Methods for Mining Frequent Items in Data Streams: An Overview. Knowledge and Frequent Items in Data Streams: An Overview. Knowledge and Information Systems. Volume 26, Issue 1 (2011), Page 1-30. Information Systems. Volume 26, Issue 1 (2011), Page 1-30. 14. Jun He, Yebo Xie, Hongyan Liu, Yingqin Gu, Xiaoyong Du，Study on 14. 何军，谢冶博，刘红岩，顾应钦，杜小勇，多关系离散化方法研究， multi-relational discretization. Journal of Tsinghua University 清华大学学报（自然科学版）。2010 年第 1 期。 (Science and Technology). 2010(1).

15. Wang Xiaoyu, Liu Hongyan, Er Daoxin, “HIDS: A Multifunctional 15. Wang Xiaoyu, Liu Hongyan, Er Daoxin, “HIDS: A Multifunctional Generator of Hierarchical Data Streams”, ACM SIGMIS Database Generator of Hierarchical Data Streams”, ACM SIGMIS Database (Data base for advances in IS) , 2, pp. 29-36, 2009 (Data base for advances in IS) , 2, pp. 29-36, 2009

16. Jun He, Hongyan Liu, Xiaoyong Du. “Mining of Multi-Relational 16. 何军, 刘红岩, 杜小勇, “挖掘多关系关联规则”,软件学报, 18 Association Rules”. Journal of Software, Vol.18, No.11, November 卷, pp. 2752~2765,2007

4 2007, pp.2752~2765

 Books  专著 2007. “Database: Techniques and Applications”. Tsinghua University 刘红岩，“ 数据库技术及应用”，清华大学出版社，2007. 十一五国 Press. Beijing, China 家级规划教材

 Conference Papers/Presentations  会议论文 1. Pei Li, Jeffrey Yu, Hongyan Liu, Jun He, Xiaoyong Du. Ranking 1. Pei Li, Jeffrey Yu, Hongyan Liu, Jun He, Xiaoyong Du. Ranking Individuals and Groups by Influence Propagation, The Pacific-Asia Individuals and Groups by Influence Propagation, The Pacific-Asia Conference on Knowledge Discovery and Data Mining (PAKDD Conference on Knowledge Discovery and Data Mining (PAKDD 2011). 2011). Shenzhen, China. May, 2011 Shenzhen, China. May, 2011 2. Jianwei Cui, Hongyan Liu, Jun Yan, Ruoming Jin, Lei Ji, Jun He, 2. Jianwei Cui, Hongyan Liu, Jun Yan, Ruoming Jin, Lei Ji, Jun He, Yingqin Gu, Zheng Chen, Xiaoyong Du. A Novel Multi-view Random Yingqin Gu, Zheng Chen, Xiaoyong Du. A Novel Multi-view Random Walk Algorithm for Search Task Discovery from Click-through Log. In Walk Algorithm for Search Task Discovery from Click-through Log. In proceedings of the 20th ACM Conference on Information and proceedings of the 20th ACM Conference on Information and Knowledge Management (CIKM 2011). Glasgow, UK. 2011. Knowledge Management (CIKM 2011). Glasgow, UK. 2011. 3. Yingqin Gu, Jun Yan, Hongyan Liu, Jun He, Lei Ji, Ning Liu, Zheng 3. Yingqin Gu, Jun Yan, Hongyan Liu, Jun He, Lei Ji, Ning Liu, Zheng Chen. Structured Data Extraction from Web Sites. In proceedings of the Chen. Structured Data Extraction from Web Sites. In proceedings of the 20th ACM Conference on Information and Knowledge Management 20th ACM Conference on Information and Knowledge Management (CIKM 2011). Glasgow, UK. 2011. (CIKM 2011). Glasgow, UK. 2011. 4. Conglei Yao, Xu Jia, Sicong Shou, Shicong Feng, Feng Zhou and 4. Conglei Yao, Xu Jia, Sicong Shou, Shicong Feng, Feng Zhou and HongYan Liu. Autopedia: Automatic domain-independent Wikipedia HongYan Liu. Autopedia: Automatic domain-independent Wikipedia article generation. The 20th International World Wide Web Conference article generation. The 20th International World Wide Web Conference (WWW 2011), March 28–April 1, 2011, Hyderabad, India. (WWW 2011), March 28–April 1, 2011, Hyderabad, India. 5. Yingqin Gu, Jianwei Cui, Hongyan Liu, Xuan Jiang, Jun He, Xiaoyong 5. Yingqin Gu, Jianwei Cui, Hongyan Liu, Xuan Jiang, Jun He, Xiaoyong Du, Zhixu Li, Mengxia Jiang Detecting Hot Events from Web Search Du, Zhixu Li, Mengxia Jiang Detecting Hot Events from Web Search Logs. The 11th International Conference on Web-Age Information Logs. The 11th International Conference on Web-Age Information Management (WAIM 2010). July 15-17, pp. 417–428, 2010. Jiuzhai Management (WAIM 2010). July 15-17, pp. 417–428, 2010. Jiuzhai Valley, Sichuan. Lecture Notes in Computer Science Volume 6184 , Valley, Sichuan. Lecture Notes in Computer Science Volume 6184 , 2010 2010 6. Xu Jia, Hongyan Liu, Li Zhou, Jun He, Xiaoyong Du, Yuanzhe Cai. 6. Xu Jia, Hongyan Liu, Li Zhou, Jun He, Xiaoyong Du, Yuanzhe Cai. Local Methods for Estimating SimRank Score. The 12th International Local Methods for Estimating SimRank Score. The 12th International Asia-Pacific Web Conference (APWeb’10). 6-8 April, pp. Asia-Pacific Web Conference (APWeb’10). 6-8 April, pp. 157–163,2010, Busan, Korea. 157–163,2010, Busan, Korea. 7. Pei Li, Hongyan Liu, Jeffrey Yu, Jun He, Xiaoyong Du. Fast Single-Pair 7. Pei Li, Hongyan Liu, Jeffrey Yu, Jun He, Xiaoyong Du. Fast Single-Pair SimRank Computation. SIAM International conference on Data Mining SimRank Computation. SIAM International conference on Data Mining (SDM2010). April 29 – May 1, 2010. Columbus, Ohio. pp. 571-582. (SDM2010). April 29 – May 1, 2010. Columbus, Ohio. pp. 571-582. 5 （Best paper award）（Best paper award） 8. Wenzhi Zhou, Hongyan Liu, Hong Cheng. Mining Closed Episodes 8. Wenzhi Zhou, Hongyan Liu, Hong Cheng. Mining Closed Episodes from from Event Sequences Efficiently. The Pacific-Asia Conference on Event Sequences Efficiently. The Pacific-Asia Conference on Knowledge Discovery and Data Mining (PAKDD). India. 2010. Lecture Knowledge Discovery and Data Mining (PAKDD). India. 2010. Lecture Notes in Artificial Intelligence, Volume 6118, pp.310-318, 2010 Notes in Artificial Intelligence, Volume 6118, pp.310-318, 2010 9. Xuan Jiang, Hongyan Liu, Hong Cheng, Jun He, Xiaoyong Du. 9. Xuan Jiang, Hongyan Liu, Hong Cheng, Jun He, Xiaoyong Du. Identifying and Classifying Named Entities from Click-through Data Identifying and Classifying Named Entities from Click-through Data Effectively. The 2010 International Conference on E-Business Effectively. The 2010 International Conference on E-Business Intelligence (ICEBI 2010). 19-21 December 2010, Kunming, Yunnan, Intelligence (ICEBI 2010). 19-21 December 2010, Kunming, Yunnan, China. China. 10. Xu Jia, Hongyan Liu, Li Zhou, Jun He, Xiaoyong Du, A Fast Two-Stage 10. Xu Jia, Hongyan Liu, Li Zhou, Jun He, Xiaoyong Du, A Fast Two-Stage Algorithm for Computing SimRank and Its Extensions. The First Algorithm for Computing SimRank and Its Extensions. The First International Workshop on Graph Database (IWGD 2010) In International Workshop on Graph Database (IWGD 2010) In Conjunction with WAIM2010.July 15. Jiuzhai Valley, China. WAIM Conjunction with WAIM2010.July 15. Jiuzhai Valley, China. WAIM 2010 Workshops, LNCS 6185, pp. 61–73, 2010. 2010 Workshops, LNCS 6185, pp. 61–73, 2010. 11. Jianwei Cui, Hongyan Liu, Yingqin Gu, Jun He, Xuan Jiang, Xiaoyong 11. Jianwei Cui, Hongyan Liu, Yingqin Gu, Jun He, Xuan Jiang, Xiaoyong Du, Jun Yan. StoryTeller: Detecting Hot Topics and Topic Development Du, Jun Yan. StoryTeller: Detecting Hot Topics and Topic Development from Click Through Data. The 16th ACM SIGKDD International from Click Through Data. The 16th ACM SIGKDD International Conference on Knowledge Discovery and Data Mining (SIGKDD Conference on Knowledge Discovery and Data Mining (SIGKDD 2010). July 25-28, Washington. (DEMO) 2010). July 25-28, Washington. (DEMO) 12. Zhixu Li, Pei Li, Wei Wei, Hongyan Liu, Jun He, Tao Liu, Xiaoyong 12. Zhixu Li, Pei Li, Wei Wei, Hongyan Liu, Jun He, Tao Liu, Xiaoyong Du. AutoPCS: A Phrase-based Text Categorization System for Similar Du. AutoPCS: A Phrase-based Text Categorization System for Similar Texts. In Qing Li, Ling Feng, Jian Pei, Sean X. Wang, xiaofang Zhou, Texts. In Qing Li, Ling Feng, Jian Pei, Sean X. Wang, xiaofang Zhou, Qiao-Ming Zhu (Eds.) Advances in Data and Web Management. The Qiao-Ming Zhu (Eds.) Advances in Data and Web Management. The Joint international Conferences on Asia-Pacific Web Conference Joint international Conferences on Asia-Pacific Web Conference (APWeb) and Web-Age Information Management (WAIM). 1-4 April, (APWeb) and Web-Age Information Management (WAIM). 1-4 April, 2009, Suzhou, China. p369-380. 2009, Suzhou, China. p369-380. 13. Li zhixu, Xiaoyong Du, Liu Hongyan, He Jun, Zhou Xiaofang. IRank: 13. Li zhixu, Xiaoyong Du, Liu Hongyan, He Jun, Zhou Xiaofang. IRank: A A Term-based Innovation Ranking System for Conferences and Term-based Innovation Ranking System for Conferences and Scholars. Scholars. The Joint International Conferences on Asia-Pacific Web The Joint International Conferences on Asia-Pacific Web Conference Conference (APWeb) and Web-Age Information Management (WAIM). (APWeb) and Web-Age Information Management (WAIM). 1-4 April, 1-4 April, 2009, Suzhou, China. p126-137. 2009, Suzhou, China. p126-137. 14. Li Pei, Li Zhixu, Liu Hongyan, He Jun, Du Xiaoyong. Using 14. Li Pei, Li Zhixu, Liu Hongyan, He Jun, Du Xiaoyong. Using Link-Based Content Analysis to Measure Document Similarity Link-Based Content Analysis to Measure Document Similarity Effectively. The Joint International Conferences on Asia-Pacific Web Effectively. The Joint International Conferences on Asia-Pacific Web Conference (APWeb) and Web-Age Information Management (WAIM). Conference (APWeb) and Web-Age Information Management (WAIM).

6 1-4 April, 2009, Suzhou, China. p455-467. 1-4 April, 2009, Suzhou, China. p455-467. 15. Pei Li, Bo Hu, Hongyan Liu, Jun He and Xiaoyong Du. DepRank: A 15. Pei Li, Bo Hu, Hongyan Liu, Jun He and Xiaoyong Du. DepRank: A Probabilistic Measure of Dependence via Heterogeneous Links. The Probabilistic Measure of Dependence via Heterogeneous Links. The Joint International Conferences on Asia-Pacific Web Conference Joint International Conferences on Asia-Pacific Web Conference (APWeb) and Web-Age Information Management (WAIM). 1-4 April, (APWeb) and Web-Age Information Management (WAIM). 1-4 April, 2009, Suzhou, China.p677-682. 2009, Suzhou, China.p677-682. 16. Pei Li, Zhixu Li, Hongyan Liu, Jun He and Xiaoyong Du. Assessing the 16. Pei Li, Zhixu Li, Hongyan Liu, Jun He and Xiaoyong Du. Assessing the Influence Probability between Objects: A Random Walker Approach. Influence Probability between Objects: A Random Walker Approach. IEEE 2009 Symposium on Computational Intelligence and Data IEEE 2009 Symposium on Computational Intelligence and Data Mining Mining (CIDM09). Nashville, TN, USA. Mar 30, 2009. (CIDM09). Nashville, TN, USA. Mar 30, 2009. 17. Pei Li, Yuanzhe Cai, Hongyan Liu, Jun He and Xiaoyong Du. 17. Pei Li, Yuanzhe Cai, Hongyan Liu, Jun He and Xiaoyong Du. Exploiting the Block Structure of Link Graph for Efficient Similarity Exploiting the Block Structure of Link Graph for Efficient Similarity Computation. The 13th Pacific-Asia Conference on Knowledge Computation. The 13th Pacific-Asia Conference on Knowledge Discovery and Data Mining (PAKDD09), Bangkok, Thailand. April Discovery and Data Mining (PAKDD09), Bangkok, Thailand. April 27-30, 2009. 27-30, 2009. 18. Yuanzhe Cai, Hongyan Liu, Jun He and Xiaoyong Du. An Adaptive 18. Yuanzhe Cai, Hongyan Liu, Jun He and Xiaoyong Du. An Adaptive Method for the Efficient Similarity Calculation. The 14th international Method for the Efficient Similarity Calculation. The 14th international Conference on Database Systems for Advanced Applications Conference on Database Systems for Advanced Applications (DASFAA09). 21-23 April 2009, Brisbane, Australia. (DASFAA09). 21-23 April 2009, Brisbane, Australia. 19. Hongyan Liu, Yinghui Yang, Yong Zheng. Detecting Group Differences 19. Hongyan Liu, Yinghui Yang, Yong Zheng. Detecting Group Differences among Different Generation Web Users. The Third China Summer among Different Generation Web Users. The Third China Summer Workshop on Information Management(CSWIM09). June 27-28, Workshop on Information Management(CSWIM09). June 27-28, Guangzhou, China. (Best paper award) Guangzhou, China. (Best paper award) 20. Xu Jia, Yuanzhe Cai, Hongyan Liu, Jun He, Xiaoyong Du. Calculating 20. Xu Jia, Yuanzhe Cai, Hongyan Liu, Jun He, Xiaoyong Du. Calculating Similarity Efficiently in a Small World. The International Conference Similarity Efficiently in a Small World. The International Conference on on Advanced Data Mining and Applications (ADMA2009), August 17 Advanced Data Mining and Applications (ADMA2009), August 17 to19, to19, 2009. Beijing, China. p.175-187. 2009. Beijing, China. p.175-187. 21. Jianwei Cui, Pei Li, Hongyan Liu, Jun He, Xiaoyong Du. A 21. Jianwei Cui, Pei Li, Hongyan Liu, Jun He, Xiaoyong Du. A Neighborhood Search Method for Link-Based Tag Clustering. The Neighborhood Search Method for Link-Based Tag Clustering. The International Conference on Advanced Data Mining and Applications International Conference on Advanced Data Mining and Applications (ADMA2009), August 17 to 19, 2009. Beijing, China. p91-103. (ADMA2009), August 17 to 19, 2009. Beijing, China. p91-103. (Acceptance Rate: 12%=39/322, Best research paper award) (Acceptance Rate: 12%=39/322, Best research paper award) 22. Yingqin Gu, Hongyan Liu, Jun He, Bo Hu and Xiaoyong Du. MrCAR: 22. Yingqin Gu, Hongyan Liu, Jun He, Bo Hu and Xiaoyong Du. MrCAR: A Multi-relational Classification Algorithm based on Association Rules. A Multi-relational Classification Algorithm based on Association Rules. The 2009 International Conference on Web Information Systems and The 2009 International Conference on Web Information Systems and Mining (WISM'09). November 7 to 8, 2009. Shanghai, China. Mining (WISM'09). November 7 to 8, 2009. Shanghai, China. 7 23. Yuanzhe Cai, Gao Cong, Xu Jia, Hongyan Liu, Jun He, Jiaheng Lu and 23. Yuanzhe Cai, Gao Cong, Xu Jia, Hongyan Liu, Jun He, Jiaheng Lu and Xiaoyong Du. Efficient Algorithms for Computing Link-based Xiaoyong Du. Efficient Algorithms for Computing Link-based Similarity in Real World Networks. IEEE International Conference on Similarity in Real World Networks. IEEE International Conference on Data Mining (ICDM 2009). Miami, FL, December 6-9, 2009, IEEE Data Mining (ICDM 2009). Miami, FL, December 6-9, 2009, IEEE Computer Society Press. Computer Society Press. 24. Romain Pierrot, Liu Hongyan. The Influence of Volume and Volatility 24. Romain Pierrot, Liu Hongyan. The Influence of Volume and Volatility on Predicting Shanghai Stock Exchange Trends. The 5th International on Predicting Shanghai Stock Exchange Trends. The 5th International Conference on Fuzzy Systems and Knowledge Discovery (FSKD'08). Conference on Fuzzy Systems and Knowledge Discovery (FSKD'08). 25-27 August 2008, Jinan, China. p470-474. 25-27 August 2008, Jinan, China. p470-474. 25. Hu Bo, Liu Hongyan, He Jun, Du Xiaoyong. FARS: A 25. Hu Bo, Liu Hongyan, He Jun, Du Xiaoyong. FARS: A Multi-relational Multi-relational Feature and Relation Selection Approach for Efficient Feature and Relation Selection Approach for Efficient Classification. Classification. In Changjie Tang, Charles X. Ling, Xiaofang Zhou, In Changjie Tang, Charles X. Ling, Xiaofang Zhou, Nick J.cercone, Xue Nick J.cercone, Xue Li(Eds.) Advanced Data Mining and Applications. Li(Eds.) Advanced Data Mining and Applications. The Fourth The Fourth International Conference on Advanced Data Mining and International Conference on Advanced Data Mining and Applications Applications (ADMA'08.) Lecture Notes in Artificial Intelligence. (ADMA'08.) Lecture Notes in Artificial Intelligence. Volumn 5139. Oct, Volumn 5139. Oct, 2008. p73-86. 2008. p73-86. 26. Wei wei, Hongyan Liu, He Jun, Yang Hui, Du Xiaoyong. Extracting 26. Wei wei, Hongyan Liu, He Jun, Yang Hui, Du Xiaoyong. Extracting Feature and Opinion Words Effectively from Chinese Product Reviews. Feature and Opinion Words Effectively from Chinese Product Reviews. The 5th International Conference on Fuzzy Systems and Knowledge The 5th International Conference on Fuzzy Systems and Knowledge Discovery (FSKD'08). 25-27 August 2008, Jinan, China. p170-174. Discovery (FSKD'08). 25-27 August 2008, Jinan, China. p170-174. 27. Cai Yuanzhe, Li Pei, Liu Hongyan, He Jun, Du Xiaoyong. S-SimRank: 27. 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The 14th ACM SIGKDD International Conference on Knowledge Discovery and Data SIGKDD International Conference on Knowledge Discovery and Data Mining (SIGKDD2008), August 24–27, 2008, Las Vegas, Nevada, Mining (SIGKDD2008), August 24–27, 2008, Las Vegas, Nevada, USA. USA. p1085-1088. p1085-1088. 29. Yinghui Yang, Hongyan Liu, Yuanjue Cai. Online Market Basket 29. Yinghui Yang, Hongyan Liu, Yuanjue Cai. Online Market Basket Analysis across Web Sites. In Ram D Gopal, R. Ramesh (Eds.) 18th Analysis across Web Sites. In Ram D Gopal, R. Ramesh (Eds.) 18th Annual Workshop on Information Technology and Systems（WITS08）. Annual Workshop on Information Technology and Systems（WITS08）. December 13-14, 2008. Paris, France. p145-150. December 13-14, 2008. Paris, France. p145-150. 30. Rong Wang, Hongyan Liu, Meiqi Fang, Research for the Relation 30. Rong Wang, Hongyan Liu, Meiqi Fang, Research for the Relation between Learning Behaviors and Results. International Conference on between Learning Behaviors and Results. International Conference on

8 Information Technology and Management (ICITM2007), Jan 3-5, 2007, Information Technology and Management (ICITM2007), Jan 3-5, 2007, Hong Kong. Hong Kong. 31. Yuan Lin, Hongyan Liu, Separator: Sifting Hierarchical Heavy Hitters 31. Yuan Lin, Hongyan Liu, Separator: Sifting Hierarchical Heavy Hitters Accurately from Data Streams. In . Alhajj et al. (Eds.): The Third Accurately from Data Streams. In . Alhajj et al. (Eds.): The Third International Conference on Advanced Data Mining and Applications International Conference on Advanced Data Mining and Applications (ADMA07). Aug. 6-8, 2007, Harbin China. (ADMA07). Aug. 6-8, 2007, Harbin China. 32. Hui Yang, Hongyan Liu, Jun He, DELAY: A Lazy Approach for Mining 32. Hui Yang, Hongyan Liu, Jun He, DELAY: A Lazy Approach for Mining Frequent Patterns over High Speed Data StreamsIn R. Alhajj et al. Frequent Patterns over High Speed Data StreamsIn R. Alhajj et al. (Eds.): ADMA 2007, LNAI 4632, pp. 2–14。 (Eds.): ADMA 2007, LNAI 4632, pp. 2–14。 33. Xiaoyu Wang, Hongyan Liu, Jiawei Han, Finding Frequent Items in 33. Xiaoyu Wang, Hongyan Liu, Jiawei Han, Finding Frequent Items in Data Streams Using Hierarchical Information. IEEE International Data Streams Using Hierarchical Information. IEEE International Conference on System, Man and Cybernetics (SMC 2007), Montreal, Conference on System, Man and Cybernetics (SMC 2007), Montreal, Canada, October 7-10, 2007. Canada, October 7-10, 2007. 34. Hongyan Liu, Jiawei Han, Dong Xin, Zheng Shao, Top-Down Mining 34. Hongyan Liu, Jiawei Han, Dong Xin, Zheng Shao, Top-Down Mining of Interesting Patterns from Very High Dimensional Data. In of Interesting Patterns from Very High Dimensional Data. In Proceeding of the IEEE International Conference on Data Engineering Proceeding of the IEEE International Conference on Data Engineering (ICDE), Atlanta, Georgia, USA, April 2006. (ICDE), Atlanta, Georgia, USA, April 2006. 35. Dong Xin, Zheng Shao, Jiawei Han, Hongyan Liu, C-Cubing: Efficient 35. Dong Xin, Zheng Shao, Jiawei Han, Hongyan Liu, C-Cubing: Efficient Computation of Closed Cubes by Aggregation-Based Checking. In Computation of Closed Cubes by Aggregation-Based Checking. In Proceeding of the IEEE International Conference on Data Engineering Proceeding of the IEEE International Conference on Data Engineering (ICDE), Georgia, USA, April 2006. (ICDE), Georgia, USA, April 2006. 36. Hongyan Liu, Jiawei Han, Dong Xin, Zheng Shao. Mining Interesting 36. Hongyan Liu, Jiawei Han, Dong Xin, Zheng Shao. Mining Interesting Patterns from Very High Dimensional Data: A Top-Down Row Patterns from Very High Dimensional Data: A Top-Down Row Enumeration Approach. 2006 SIAM International conference on Data Enumeration Approach. 2006 SIAM International conference on Data Mining (SDM’06), Bethesda, Maryland, USA. April 21-23, p280-292. Mining (SDM’06), Bethesda, Maryland, USA. April 21-23, p280-292. 2006. (One of “Best of SDM2006”) 2006. (One of “Best of SDM2006”)