REPRESENTATIVE  PUBLICATIONS

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

For complete publication list, please refer to Complete Publication List by Category, or by Topics

[ DBLP ]

Journal Articles (Sorted by Date)

  1. 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.
  2. 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.
  3. 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.
  4. 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.
  5. 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.
  6. 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.
  7. 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.
  8. Xingquan Zhu and Xindong Wu," Class noise vs attribute noise: a quantitative study of their impacts" Artificial Intelligence Review, 22 (3-4):177-210, November 2004.
  9. 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.
  10. 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.

Conference Proceedings (Sorted by Date)

  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, “Scalable Representative Instance Selection and Ranking ”, in Proceedings of the 18th International Conference on Pattern Recogition (ICPR 2006) , Hong Kong, August 20-24, 2006
  6. Xingquan Zhu and Xindong Wu “ Error Awareness Data Mining ”, in Proceedings of the IEEE International Conference on Granular Computing (GRC 2006) , Atlanta, May 10-12, 2006
  7. Xianhua Jiang, Robert Snapp, Yuchi Motai, and Xingquan Zhu “Accelerated Kernel Feature Analysis ”, in Proceedings of the IEEE International Conference on Computer Vision and Pattern Recognition (CVPR 2006) , New York, June 17-22, 2006
  8. 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)
  9. 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.
  10. 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.
  11. 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.
  12. 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
  13. 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.
  14. 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.
  15. 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.
  16. 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.
  17. 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.
  18. 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.
  19. 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.
  20. 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.
  21. 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.