COMPLETE LIST BY TOPICS
[Representative
Publications] [Complete List by Categories] [Complete
List by Topics] [Research
Bibliography]
[ DBLP ]
Data Mining, Machine
Learning and Data Quality:
- 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.
- 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.
- 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.
- 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.
- 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.
- 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.
- 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.
- 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.
- Xingquan Zhu and Xindong Wu, " Error Awareness Data Mining
", In Proceedings of the IEEE International Conference on Granular Computing (GRC 06),
Atlanta, USA, 2006.
- 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.
- 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.
- 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.
- 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.
- 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.
- 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)
- 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,
- 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.
- 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.
- 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.
- 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.
- 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.
- 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.
- 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.
- 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.
- 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.
- 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
- 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.
- 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.
- 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.
- 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.
- Jianping
Fan, Xingquan Zhu, Xiaodong Lin, "Mining of multimedia data",
Book chapter in "Multimedia Data Mining", To be published by
Kluwer, 2002
Video Summarization:
- 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.
- 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.
- 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).
- 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:
- 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.
- 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.
- 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.
- 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.
- 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.
- 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.
- 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.
- 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)
- 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.
- 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:
- 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
- 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.
- 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.
- 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.
- 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.
- 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.
- 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.
- 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.
- 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.
- 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:
- 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
- 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.
- 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.
- 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.
- 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.
- (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:
- 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:
- 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.
- 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.
- 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.
- 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.
- 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.
- 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
- 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.
- 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.