COMPLETE LIST BY TOPICS


[Representative Publications] [Complete List by Categories] [Complete List by Topics] [Research Bibliography]


[ DBLP ]

Data Mining, Machine Learning and Data Quality:

  1. Xingquan Zhu and Xindong Wu, “Discovering Relational-Patterns across Multiple Databases ”, in Proceedings of the 23rd IEEE International Conference on Data Engineering (ICDE-07) , Istanbul, Turkey, April 16-20, 2007.
  2. Xingquan Zhu and Xindong Wu, “Mining Complex Patterns across Sequences with Gap Requirements ”, in Proceedings of the Twentieth International Joint Conference on Artificial Intelligence (IJCAI-07) , Hyderabad, India, January 6-12, 2007.
  3. Xingquan Zhu Xindong Wu, Taghi Khoshgoftaar, and Yong Shi, “An Empirical Study of the Noise Impact on Cost-Sensitive Learning ”, in Proceedings of the Twentieth International Joint Conference on Artificial Intelligence (IJCAI-07) , Hyderabad, India, January 6-12, 2007.
  4. Yan Zhang, Xingquan Zhu , and Xindong Wu, “Corrective Classification: Classifier Ensembling with Corrective and Diverse Base Learners ”, in Proceedings of the 6th IEEE International Conference on Data Mining (ICDM-06) , Hong Kong, China, 18-22 December 2006.
  5. Xingquan Zhu and Xindong Wu, "Class Noise Handing for Effective Cost-Sensitive Learning by Cost-Guided Iterative Classification Filtering ", IEEE Transactions on Knowledge and Data Engineering (TKDE) , vol.18, no.10, pp.1435-1440, 2006.
  6. Ying Yang, Xindong Wu, and Xingquan Zhu , "Mining in Anticipation for Concept Change: Proactive-Reactive Prediction in Data Streams ", Data Mining and Knowledge Discovery (DMKD) , vol.13, no.3, pp.261-289, 2006.
  7. Xingquan Zhu and Xindong Wu, "Bridging Local and Global Data Cleansing: Identifying Class Noise in Large, Distributed Data Datasets ", Data Mining and Knowledge Discovery (DMKD), vol.12, no.2, pp.275-308, 2006.
  8. Xingquan Zhu, Xindong Wu, and Ying Yang, "Effective Classification of Noisy Data Streams with Attribute-Oriented Dynamic Classifier Selection ", Knowledge and Information Systems (KAIS), vol.9, no.3, 2006.
  9. Xingquan Zhu and Xindong Wu, " Error Awareness Data Mining ", In Proceedings of the IEEE International Conference on Granular Computing (GRC 06), Atlanta, USA, 2006.
  10. X. Jiang, R. Snapp, Y. Motai, and X. Zhu, “Accelerated Kernel Feature Analysis ”, In Proceedings of the IEEE International Conference on Computer Vision and Pattern Recognition (CVPR '06), New York, NY, USA, 2006.
  11. Xingquan Zhu and Xindong Wu "Cost-Constrained Data Acquisition for Intelligent Data Preparation ", IEEE Trans. on Knowledge and Data Engineering (TKDE), vol.17, no.11, November 2005.
  12. Xingquan Zhu, Ahmed K. Elmagarmid, Xiangyang Xue, Lide Wu, Ann C. Catlin, "InsightVide: Towards hierarchical video content organization for efficient browsing, summarization and retrieval", IEEE Trans. on Multimedia, vol.7, no.4, 2005.
  13. Xingquan Zhu, Xindong Wu, Ahmed K. Elmagarmid, Zhe Feng, and Lide Wu "Video Data Mining: Semantic indexing and event detection from the association perspective", IEEE Trans. on Knowledge and Data Engineering (TKDE), vol.17, no.5, pp.665-677, May 2005.
  14. Gong Chen, Xindong Wu, and Xingquan Zhu, “Sequential Pattern Mining in Multiple Data Streams ”, In Proceedings of the 5th IEEE International Conference on Data Mining (ICDM '05), Houston, TX, USA, 27 - 30 November 2005.
  15. Yan Zhang, Xingquan Zhu, Xindong Wu, and Jeffrey P. Bond, “ ACE: An Aggressive Classifier Ensemble with Error Detection, Correction and Cleansing ”, in Proceedings of the 17th IEEE International Conference on Tools with Artificial Intelligence (ICTAI 2005) , Hong Kong, November 14-16, 2005 (Best paper award)
  16. Ying Yang, Xindong Wu, and Xingquan Zhu, “Combining Proactive and Reactive Predictions for Data Streams ”, In Proceedings of the 11th ACM SIGKDD International Conference on Knowledge Discovery and Data Mining (KDD-2005), Chicago, IL, USA, August 21-24, 2005,
  17. Qijun Chen, Xindong Wu, and Xingquan Zhu, “Scalable Inductive Learning on Partitioned Data”, In Proceedings of the 15th International Symposium on Methodologies for Intelligent Systems (ISMIS 2005), Saratoga Springs, NY, May 26 - 28, 2005.
  18. Xingquan Zhu, Xindong Wu," Class noise vs attribute noise: a quantitative study of their impacts" Artificial Intelligence Review, 22 (3-4):177-210, November 2004.
  19. Xingquan Zhu and Xindong Wu, “Data Acquisition with Active and Impact-Sensitive Instance Selection”, In Proceedings of the 16th IEEE International Conference on Tools with Artificial Intelligence (ICTAI 2004), Boca Raton, FL, November 15 - 17, 2004.
  20. Xingquan Zhu, Xindong Wu and Ying Yang, “Dynamic Classifier Selection for Effective Mining from Noisy Data Streams”, In Proceedings of the 4th IEEE International Conference on Data Mining (ICDM 2004) , Brighton, UK, November 1 - 4, 2004.
  21. Xingquan Zhu and Xindong Wu, “Cost-guided Class Noise Handling for Effective Cost-sensitive Learning ”, In Proceedings of the 4th IEEE International Conference on Data Mining (ICDM 2004) , Brighton, UK, November 1 - 4, 2004.
  22. Ying Yang, Xindong Wu, Xingquan Zhu, “Dealing with Predictive-but-Unpredictable Attributes in Noisy Data Sources”, In Proceedings of the 8th European Conference on Principles and Practice of Knowledge Discovery in Databases (PKDD 2004), Pisa, Italy, 2004.
  23. Xingquan Zhu, Xindong Wu, Ying Yang, “Error detection and impact-sensitive instance ranking in noisy datasets”, In Proceedings of the 19th National Conference on Artificial Intelligence (AAAI-2004), July 25-29, San Jose, California.
  24. Stella Chen, Xindong Wu, Xingquan Zhu, “OIDM: online interactive data mining”, In Proceedings of the 17th International Conference on Industrial and Engineering Applications of Artificial Intelligence and Expert Systems (IEA/AIE 2004), May 17-20, Ottawa, Canada.
  25. Xingquan Zhu, Walid G. Aref, Jianping Fan, Ann C. Catlin, Ahmed K. Elmagarmid, "Medical video mining for efficient database indexing, management and access", In Proc. of 19th IEEE International Conference on Data Engineering (ICDE 2003), India, March, 2003.
  26. Xingquan Zhu, Xindong Wu and Stella Chen, "Eliminating class noise in large datasets", In Proceedings of the 20th ICML International Conference on Machine Learning (ICML 2003) August 21-24, pp.920-927, 2003, Washington D.C., USA
  27. Xingquan Zhu, Xindong Wu, "Mining video association for efficient database management", In Proc. of 18th International Joint Conference on Artificial Intelligence (IJCAI 2003), Acapulco, Mexico. Aug.,12-15, 2003, pp.1422-1424.
  28. Xingquan Zhu, Xindong Wu, "Sequential association mining for video summarization", In Proc. of IEEE International Conference on Multimedia & Expo (ICME 2003), Baltimore, MD. July, 6-9, 2003, vol.3, pp.333-336.
  29. Xingquan. Zhu, Jianping. Fan, Mohand-Said Hacid, Ahmed. K. Elmagarmid, "ClassMiner: Mining medical video for scalable skimming and summarization", In Proc. of 10th ACM International Conference on Multimedia (ACM MM 2002, Demonstration), pp.79-80, France, Dec., 2002.
  30. Xingquan Zhu, Jianping Fan, Walid G. Aref, Ahmed K. Elmagarmid, "ClassMiner: Mining medical video content structure and events towards efficient access and scalable skimming", In Proc. of ACM SIGMOD Workshop on Data Mining and Knowledge Discovery (DMKD 2002), pp.9-19, June, Madison, WI, 2002.
  31. Jianping Fan, Xingquan Zhu, Xiaodong Lin, "Mining of multimedia data", Book chapter in "Multimedia Data Mining", To be published by Kluwer, 2002

Video Summarization:

  1. Xingquan Zhu, Xindong Wu, Jianping Fan, W.G. Aref, A.K. Elmagarmid, " Exploring Video Content Structure for Hierarchical Summarization", ACM/Springer Multimedia Systems, 10(2):98-115, 2004.
  2. Xingquan Zhu, Jianping Fan, Ahmed K. Elmagarmid, Xindong Wu "Hierarchical video summarization and content description joint semantic and visual similarity", ACM/Springer Multimedia Systems Journal, vol.9, No.1, pp.31-53, 2003.
  3. Xingquan Zhu, Ahmed K. Elmagarmid, Xiangyang Xue, Lide Wu, Ann C. Catlin. "InsightVide: Towards hierarchical video content organization for efficient browsing, summarization and retrieval", IEEE Trans. on Multimedia, May. 2003, (In press).
  4. Xingquan Zhu, Jianping Fan, Ahmed K. Elmagarmid, Walid G. Aref ``Hierarchical video summary for medical data", Proc. SPIE: Storage and Retrieval for Media Databases 2002 (SPIE 2002), vol. 4676, pp.395-406, San Jose, Jan. 2002.

Video Databases and Multimedia Systems:

  1. Jianping Fan, Ahmed K. Elmagarmid, Xingquan Zhu, Walid G. Aref, Lide Wu, "ClusterView: Hierarchical Video Shot Classification, indexing and accessing ", IEEE Trans. on Multimedia, pp.70-86, vol.6, no.1, 2004.
  2. W. Aref, A. Catlin, A. Elmagarmid, J. Fan, M. Hammad, I. Ilyas, M. Marzouk, S. Prabhakar, X. Zhu, "A testbed facility for research in video database benchmarking ", ACM Multimedia Systems Journal, Special Issue on Multimedia Document Management Systems, vol.9, no.6, pp.575-585, 2004.
  3. E. Bertino, J. Fan, E. Ferrari, M.-S. Hacid, A.K. Elmagarmid, Xingquan Zhu, "A Hierarchical Access Control Model for Video Database Systems", ACM Trans. on Information Systems, vol.21, No.2, pp.155-191, 2003.
  4. W. Aref,A. Catlin, A. K. Elmagarmid, J. Fan, M. Hammad, I. Ilyas, M. Marzouk, S. Prabhakar, Y. Tu, X. Zhu, " VDBMS: A testbed facility for research in video database benchmark ", (invited paper), 9th International Conference on Distributed Multimedia Systems, Miami, Sept. 23-25, 2003.
  5. Jianping Fan, Xingquan Zhu, Kayvan Najarian, Lide Wu, "Accessing video contents through key objects over IP", Journal of Multimedia Tools and Applications, vol.21, no.1, pp.75-96, 2003.
  6. Jianping Fan, Xingquan Zhu, Mohand-Said Hacid and Ahmed K. Elmagarmid, ``Model-Based Video Classification toward Hierarchical Representation, Indexing and Access ", Journal of Multimedia Tools and Applications, special issue on multimedia and internet, Vol. 17, No. 1, pp.97-120, 2002 . The short version of this paper was first presented on International Conference on Internet and Multimedia Systems and Application, pp.430-435, Nov.19-23, 2000.
  7. W.G. Aref, A. Catlin, A.K. Elmagarmid, J. Fan, M. Hammad, I. Ilyas, M. Marzouk, X. Zhu ``A video database management system for advancing video database research", International Workshop on Multimedia Information Systems (MIS 2002), Tempe, Arizona, USA, Oct.30-Nov.1, 2002.
  8. W. G. Aref,  A.C. Catlin, A. K. Elmagarmid, J. Fan, J. Guo, M. Hammad, I.F. Ilyas, M.S. Marzouk, S. Prabhakar, A. Rezgui, S. Teoh, E. Terzi, Y. Tu, A. Vakali, X. Q. Zhu, “A Distributed Database Server for Continuous Media”, (ICDE 202), San Jose, California. Feb 2002. (Demostratoin)
  9. Xingquan Zhu, Hongjiang Zhang, Liu Wenyin, Chunhui Hu, Lide Wu, "A New Query Refinement and Semantics Integrated Image Retrieval System with Semi-automatic Annotation Scheme", Journal of Electronic Imaging, Special Issue on Storage, Processing and Retrieval of Digital Media, Vol. 10 (4). pp.850-860, October 2001.
  10. Jianping Fan, W. G. Aref, Ahmed K. Elmagarmid, M.S. Hacid, M.S. Marzouk, Xingquan Zhu, "MultiView: Multi-Level Video Content Representation and Retrieval", Journal of Electronic Imaging, Special Issue on Storage, Processing and Retrieval of Digital Media, pp.895-908, Vol. 10 (4), October 2001.

Video/images Processing:

  1. Hangzai Luo, Jianping Fan, Jing Xiao, Xingquan Zhu, "Semantic principal video shot classification via mixture Gaussian", In Proc. of IEEE International Conference on Multimedia & Expo (ICME 2003), Baltimore, MD. July, 6-9, 2003, vol.1
  2. Jianping Fan, Hangzai Luo, Xingquan Zhu, "Semantic principal video shot classification system", ACM Multimedia Workshop on Multimedia Information Retrieval (MIR 2002), Juan Les Pins, France, Dec., 2002.
  3. Xingquan Zhu, Jianping Fan, Xiangyang Xue, Lide Wu, A. K. Elmagarmid, "Semi-automatic video annotation", In Proc. of Third IEEE Pacific Rim Conference on Multimedia (PCM 2002), LNCS 2532, Springer, pp.245-252, Taiwan, Dec., 2002.
  4. Xingquan Zhu, Xiangyang Xue, Jianping Fan, Lide Wu, "Qualitative camera motion classification for content-based video indexing", In Proc. of Third IEEE Pacific Rim Conference on Multimedia (PCM 2002), LNCS 2532, pp.1128-1136, Taiwan, Dec., 2002.
  5. Xiangyang Xue, Xingquan Zhu, Youneng Xiao, Lide Wu, "Using mutual relationship between motion vectors for qualitative camera motion classification in MPEG video". Proc. of SPIE: Second International Conference on Image and Graphics (ICIG 2002), Vol.4875, pp.853-860, Anhui, Aug., 2002.
  6. Xingquan Zhu, Jianping Fan, Ahmed K. Elmagarmid, "Towards facial feature locating and verification for omni-face detection in video/images", Proc. of IEEE International Conference on Image Processing (ICIP 2002), vol.2, pp.113-116, NY, Sept.,2002.
  7. Xiaoye Lu, Zhe Feng, Xingquan Zhu, Lide Wu, "News story segmentation based on a simple statistic model", Proc SPIE: Internet Imaging III 2002 (SPIE 2002), vol.4672, pp.261-268, San Jose, Jan 2002.
  8. Jianping Fan, Xingquan Zhu, Lide Wu, "Automatic model-based semantic object extraction algorithm", IEEE Trans. on Circuits and Systems for Video Technology, vol.11, no.10, pp.1073-1084, Oct., 2001.
  9. Xingquan Zhu, Lide wu, Xiangyang Xue, Xiaoye Lu, Jianping Fan. "Automatic Scene Detection in News Program by Integrating Visual Feature and Rules", In Proceeding of the second IEEE Pacific-Rim conference on multimedia (PCM 2001), LNCS2195 , Springer, pp.837-842, Beijing, Oct. 24-26, 2001.
  10. Jianping Fan, Xingquan Zhu, Lide Wu. "Seeded Semantic Object Generation Toward Content-Based Video Indexing", In Proceeding of the second IEEE Pacific-Rim conference on multimedia (PCM 2001), LNCS2195, Springer, pp. 843-848, Beijing, Oct. 24-26, 2001.

Video/image Retrieval:

  1. J. Fan, X. Zhu, J. Xiao, " Content-Based Video Retrieval", Book chapter in Computer Graphics and Multimedia: Applications, Problems and Solutions, edited by Prof. John DiMarco, Idea Group Pub, Feb.,2004
  2. Xingquan Zhu, Jianping Fan, Hangzai Luo, Mohand-Said Hacid, "Using small samples for content-based image retrieval system with relevance feedback", ACM Multimedia Workshop on Multimedia Information Retrieval (MIR 2002), Juan Les Pins, France, Dec., 2002.
  3. Jianping Fan, Mathurin Body, Xingquan Zhu, Mohand-Said Hacid, ``Seeded image segmentation for content-based image retrieval application", Proc. SPIE: Storage and Retrieval for Media Databases 2002 (SPIE 2002), vol.4676, pp.10-21, San Jose, Jan. 2002.
  4. Xingquan Zhu, Liu Wenyin, Hongjiang Zhang, and Lide Wu, "An image retrieval and semi-automatic annotation scheme for large image databases on the Web", Proc. 13th SPIE symposium on Electronic Imaging-EI24 Internet Imaging II (SPIE 2001), Vol.4311, pp.168-177 Jan. 2001, San Jose.
  5. Ye Lu, Chunhui Hu, Xinquan Zhu, HongJiang Zhang, Qiang Yang, "A Unified Semantics and Feature Based Image Retrieval Technique Using Relevance Feedback", In ACM MULTIMEDIA 2000--The 8th ACM International Conference on Multimedia (ACM MM 2000), pp. 31 - 37 Los Angeles, California , October, 2000.
  6. (Patent) Relevance Maximizing, Iteration Minimizing, Relevance-Feedback, Content-Based Image Retrieval (CBIR). Hongjiang Zhang, Zhong Su, Xingquan Zhu, United States Patent, 160231.1

Robotic and Autonomous Control:

  1. Xianhua Jiang, Yuichi Motai, and Xingquan Zhu, “Predictive Fuzzy Control For A Mobile Robot With Nonholonomic Constraints ”, In Proceedings of the 12th International Conference on Advanced Robotics (ICAR 2005), Seattle, Washington, USA, July 18th-20th, 2005.

Journal Articles Published in Chinese:

  1. Xingquan Zhu, Hongjiang Zhang, Liu Wenyin, Chunhui Hu, Lide Wu , "iFind: An Image Retrieval System with Relevance Feedback Based on the Combination of Semantics and Visual Features", Chinese Journal of Computers, Vol. 25, No.7, pp.681-688, 2002.
  2. Xingquan Zhu, Xiangyang Xue, Hangzai Luo, Lide Wu "A Qualitive Camera Motion Classification Based on Motion Vector " Vol. 38, No. 1 Jan. 2001, Chinese Journal of Computer Research And Development.
  3. Xingquan Zhu, Xiangyang Xue, Lide Wu "An Automatic Threshold Detection Method in Video Shot Segmentation" Vol.37 No.1 Jan. 2000 , p80-85, Chinese Journal of Computer Research and Development.
  4. Xingquan Zhu, Xiang Lu, Xiangyang Xue, Lide Wu "A Motion Based video Retrieval System" Vol. 13, No. 2, Jun 2000, p40-46, Chinese Journal of Pattern Recognition & Artificial Intelligence.
  5. Xiaoye Lu, Xingquan Zhu, Xiang Lu, Lide Wu, "Towards camera motion classification for content based video retrieval", vol. 22, No. 5, pp. 532-536, Chinese Journal of Microcomputer System.
  6. Xiang Lu, Xingquan Zhu, Xiangyang Xue, Lide Wu "An Novel Music-Online System Over Internet Based On VEMMI" No.1 Jan 2000, Chinese Computer Engineering
  7. Hangzai Luo, Xiangyang Xue, Xingquan Zhu, Lide Wu "Efficient Storage and Fast Retrieval of Huge Histogram" Vol. 22, No. 12, Dec. 1999 p1328-1332, Chinese Journal of Computers.
  8. Xiangyang Xue, Hangzai Luo, Xiangquan Zhu , Lide Wu "A New Definition of Color Similarity and Its Computational Method " Vol.22 No.9 1999 p918-922,Chinese Journal of Computers.