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:
- 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
Details
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[pdf]
(285KB
)
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Refereed Publications
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In reverse chronological order:
- 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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[pdf]
(880KB
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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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[pdf]
(1.7MB
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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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[pdf]
(2.7MB
)
- 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.
Details Download: [pdf] (239KB )
- 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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[pdf]
(648.1kB
)
- 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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[pdf]
(965.2kB
)
- 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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(135.4kB
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[ps.gz]
(468.1kB
)
- 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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[pdf]
(172.8kB
)
[ps.gz]
(790.8kB
)
- 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.
Details
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[pdf]
(727.5kB
)
- 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]
Details
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[pdf]
(377.6kB
)
[ps.gz]
(441.9kB
)
- 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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[pdf]
(288.0kB
)
- 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
Details
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[pdf]
(228.2kB
)
[ps.gz]
(129.9kB
)
[HTML]
(4.2kB
)
- 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.
Details
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[pdf]
(455.4kB
)
[ps.gz]
(500.5kB
)
[HTML]
(3.9kB
)
- 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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[pdf]
(563.9kB
)
[ps.gz]
(269.0kB
)
[HTML]
(4.3kB
)
- 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
Details
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[pdf]
(125.2kB
)
[ps.gz]
(81.9kB
)
[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.
Details
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[pdf]
(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.
Details
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[pdf]
(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.
Details
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[pdf]
(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 Ninth International Multimedia Data Mining Workshop (MDM/KDD 2008 workshop) in conjunction with the 2008 ACM SIGKDD conference.
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Committee Member of the IADIS European First International Conference Data Mining (ECDM -2007): Call for paper
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