Thesis
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Advanced Tools for Multimedia Data Mining
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Book Chapters
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In reverse chronological order:
- Zhongfei (Mark) Zhang, Zhen Guo, Christos Faloutsos, Eric P. Xing, and Jia-Yu Pan.
On the scalability and adaptability for multimodal image retrieval and image annotation. In Roger Wei (Ed.), Machine Learning Techniques for Adaptive Multimedia Retrieval: Technologies Applications and Perspectives. Ideal Group, Inc., Hershey, PA. 2010.
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- Jia-Yu Pan, Hyungjeong Yang, Christos Faloutsos, and Pinar Duygulu. Cross-modal Correlation Mining Using Graph Algorithms. In Xingquan Zhu and Ian Davidson (Ed.), Knowledge Discovery and Data Mining: Challenges and Realities with Real World Data. Ideal Group, Inc., Hershey, PA. 2006.
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(285KB
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Refereed Publications
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In reverse chronological order:
- Zhongfei (Mark) Zhang, Zhen Guo, and Jia-Yu Pan.
A Multiple-Instance Learning Based Approach to Multimodal Data Mining.
In International Journal of Digital Library Systems, Vol. 1, No. 2, April-June 2010. Chia-Hung Wei (Ed.).
- Carmelo Kintana, David Turner, Jia-Yu Pan, Ahmed Metwally, Neil Daswani, Erika Chin, and Andrew Bortz. The Goals and Challenges of Click Fraud Penetration Testing Systems. In The 20th annual International Symposium on Software Reliability Engineering (ISSRE 2009), 2009.
- Hanghang Tong, Christos Faloutsos, and Jia-Yu Pan. Random walk with restart: fast solutions and applications. Knowl. Inf. Syst. 14(3): 327-346 (2008)
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Christian Böhm, Christos Faloutsos, and Jia-Yu Pan, Claudia Plant. RIC: Parameter-free noise-robust clustering. TKDD 1(3): (2007)
- Hanghang Tong, Christos Faloutsos, and Jia-Yu Pan.
Fast Random Walk with Restart and Its Applications.
In Proceedings of the Sixth IEEE International Conference on Data Mining (ICDM), 2006.
Hong Kong, December 18-22, 2006. [Best Research Paper Award]
- Jia-Yu Pan, Andre Guilherme Ribeiro Balan, Eric P. Xing, Agma
Juci Machado Traina, and Christos Faloutsos. Automatic Mining of
Fruit Fly Embryo Images. In Proceedings of the Twelfth ACM SIGKDD International Conference on Knowledge Discovery and Data Mining (KDD 2006).
Philadelphia, PA, USA, August 20-23, 2006.
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- Christian Bohm, Claudia Plant, Jia-Yu Pan, and Christos Faloutsos. Robust Information-theoretical Clustering. In Proceedings of the Twelfth ACM SIGKDD International Conference on Knowledge Discovery and Data Mining (KDD 2006).
Philadelphia, PA, USA, August 20-23, 2006.
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- Arnab Bhattacharya, Vebjorn Ljosa, Jia-Yu Pan, Mark R. Verardo, Hyungjeong Yang, Christos Faloutsos, and Ambuj K. Singh. ViVo: Visual Vocabulary Construction for Mining Biomedical Images. In Proceedings of the Fifth IEEE International Conference on Data Mining (ICDM), 2005.
Houston, Texas, November 28-30, 2005. [Best Student Paper Award]
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- Masafumi Hamamoto, Hiroyuki Kitagawa, Jia-Yu Pan, and
Christos Faloutsos. A Comparative Study of Feature Vector-Based
Topic Detection Schemes for Text Streams. In Proceedings of
International Workshop on Challenges in Web Information Retrieval
and Integration (WIRI), 2005, pp.125-130.
Tokyo,
Japan, April 2005.
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- Jia-Yu Pan, Hyungjeong Yang, and Christos Faloutsos. MMSS: Multi-modal Story-oriented Video Summarization. In Proceedings
of the Fourth IEEE International Conference on Data Mining (ICDM), 2004.
Brighton, UK, November 01-04, 2004.
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(648.1kB
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- Pinar Duygulu, Jia-Yu Pan, and David A. Forsyth. Towards Auto-Documentary: Tracking the Evolution of News Stories. In Proceedings
of the ACM Multimedia Conference, 2004.
New York, NY, October 10-16, 2004.
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(965.2kB
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- Jia-Yu Pan, Hyung-Jeong Yang, Christos Faloutsos, and Pinar Duygulu. Automatic Multimedia Cross-modal Correlation Discovery.
In Proceedings of the 10th ACM SIGKDD Conference on Knowledge Discovery and Data Mining, 2004.
Seatle, WA, August 22-25, 2004.
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(468.1kB
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- Jia-Yu Pan, Hyung-Jeong Yang, Christos Faloutsos, and Pinar Duygulu. GCap: Graph-based Automatic Image Captioning. In Proceedings
of the 4th International Workshop on Multimedia Data and Document Engineering (MDDE), in conjunction with Computer Vision
Pattern Recognition Conference (CVPR), 2004.
Washington DC, July 2, 2004.
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(172.8kB
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[ps.gz]
(790.8kB
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- Jia-Yu Pan, Hyung-Jeong Yang, Pinar Duygulu, and Christos Faloutsos. Automatic Image Captioning. In Proceedings of the
2004 IEEE International Conference on Multimedia and Expo (ICME), 2004.
The Grand Hotel, Taipei, Taiwan, June
27-30, 2004.
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(727.5kB
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- Jia-Yu Pan, Hiroyuki Kitagawa, Christos Faloutsos, and Masafumi Hamamoto. AutoSplit: Fast and Scalable Discovery of Hidden
Variables in Stream and Multimedia Databases. In Proceedings of the The Eighth Pacific-Asia Conference on Knowledge Discovery
and Data Mining (PAKDD), 2004.
Carlton Crest Hotel, Sydney, Australia, May 26-28, 2004 [Best
Student Paper Award]
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(377.6kB
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[ps.gz]
(441.9kB
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- Jernej Barbic, Alla Safonova, Jia-Yu Pan, Christos Faloutsos, Jessica K. Hodgins, and Nancy S. Pollard. Segmenting Motion
Capture Data into Distinct Behaviors. In Proceedings of Graphics Interface (GI), 2004.
London, Ontario,
Canada, May 17-19, 2004
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- Jia-Yu Pan, Srinivasan Seshan, and Christos Faloutsos. FastCARS: Fast, Correlation-Aware Sampling for Network Data Mining.
In Proceedings of IEEE GlobeCOM 2002 - Global Internet Symposium, 2002.
Taipei, Taiwan, November 17-21, 2002
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(228.2kB
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(129.9kB
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[HTML]
(4.2kB
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- Jia-Yu Pan and Christos Faloutsos. "Geoplot": Spatial Data Mining on Video Libraries. In Proceedings of the Eleventh International
Conference on Information and Knowledge Management (CIKM), 2002.
Mclean, VA (near Washington DC), November
4-9, 2002.
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(455.4kB
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(500.5kB
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- Jia-Yu Pan and Christos Faloutsos. VideoCube: a novel tool for video mining and classification. In Proceedings of the Fifth
International Conference on Asian Digital Libraries (ICADL), 2002.
Singapore, December 11-14, 2002
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(563.9kB
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(269.0kB
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(4.3kB
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- Jia-Yu Pan and Christos Faloutsos. VideoGraph: A New Tool for Video Mining and Visualization. In Proceedings of the First
ACM+IEEE Joint Conference on Digital Libraries (JCDL), 2001.
Roanoke, VA, June 24-28, 2001 Slides
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(125.2kB
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[ps.gz]
(81.9kB
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[HTML]
(2.7kB
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Other Publications |
- Jia-Yu Pan, Hyungjeong Yang, and Christos Faloutsos. MMSS: Multi-modal Story-oriented Video Summarization. CMU-CS-04-114 , Carnegie Mellon University, 2004.
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(1.34MB)
- Jia-Yu Pan, Srinivasan Seshan, and Christos Faloutsos. FastCARS: Fast, Correlation-Aware Sampling for Network Data Mining. CMU-CS-02-167, Carnegie Mellon University, 2002.
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(1.2MB)
- Jia-Yu Pan. An Information Extraction Method for HTML Documents and its Applications. Master thesis, Department of Computer Science and Information Engineering, National Taiwan University, Taipei, Taiwan, June 1997.
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(x.xMB)
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Software
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The AutoSplit package.
(Click to read the AutoSplit paper).
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The MMG / GCap package.
(Click to read the
MMG paper
and the
GCap paper).
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The ViVo package.
(Click to read the ViVo paper).
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Service
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Program Co-chairs of the Elevent International Multimedia Data Mining Workshop (MDMKDD 2011 workshop) in conjunction with the 2011 ACM SIGKDD conference (in San Diego, CA).
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Program Co-chairs of the Tenth International Multimedia Data Mining Workshop (MDMKDD 2010 workshop) in conjunction with the 2010 ACM SIGKDD conference (in Washington DC).
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Program Co-chairs of the First SIAM SDM Workshop on Multimedia Data Mining (MDM/SDM 2009 workshop) in conjunction with the 2009 SIAM Data Mining conference (in Reno, NV).
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Program Co-chairs of the Ninth International Multimedia Data Mining Workshop (MDM/KDD 2008 workshop) in conjunction with the 2008 ACM SIGKDD conference (in Las Vegas, NV).
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Committee Member of the IADIS European First International Conference Data Mining (ECDM -2007): Call for paper
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Short Bio
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Jia-Yu Pan is currently at Google Inc., USA, working on
anomaly detection and its applications in internet advertisement. He
received his Ph.D. degree from Carnegie Mellon University, and has
received three best paper awards from the conferences ICDM 2006, ICDM
2005, and PAKDD 2004. His research interests include data mining on
multimedia and graphs, clustering techniques, anomaly detection
methods, and web-based services and cloud computing. He has served on
the program committees of several data mining conferences, and has
co-chaired the Multimedia Data Mining workshops in conjunction with
the conferences KDD 2008 and SIAM Data Mining 2009.
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