Name:
Jia-Yu (Tim) Pan

Contact info: Google U.S.A.
1600 Amphitheatre Parkway
Mountain View, CA 15213

August 2007 - current
Email:
j i a y u . p a n    g m a i l    c o m
Phone:
(650)253-0647

Publications
Software
Resume (pdf, html, and txt)
Research statement Teaching statement



Thesis
Advanced Tools for Multimedia Data Mining
Book Chapters
  In reverse chronological order:
  1. 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.
    Details     Download: [pdf] (xxxKB)  
  2. 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     Download: [pdf] (285KB )  
Refereed Publications
  In reverse chronological order:
  1. 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.).
  2. 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.
  3. Hanghang Tong, Christos Faloutsos, and Jia-Yu Pan. Random walk with restart: fast solutions and applications. Knowl. Inf. Syst. 14(3): 327-346 (2008)
  4. Christian Böhm, Christos Faloutsos, and Jia-Yu Pan, Claudia Plant. RIC: Parameter-free noise-robust clustering. TKDD 1(3): (2007)
  5. 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]
  6. 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. Details     Download: [pdf] (880KB )  
  7. 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. Details     Download: [pdf] (1.7MB )  
  8. 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]
    Details     Download: [pdf] (2.7MB )  
  9. 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 )  
  10. 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.
    Details     Download: [pdf] (648.1kB )  
  11. 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.
    Details     Download: [pdf] (965.2kB )  
  12. 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.
    Details     Download: [pdf] (135.4kB )  [ps.gz] (468.1kB )  
  13. 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.
    Details     Download: [pdf] (172.8kB )  [ps.gz] (790.8kB )  
  14. 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     Download: [pdf] (727.5kB )  
  15. 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     Download: [pdf] (377.6kB )  [ps.gz] (441.9kB )  
  16. 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
    Details     Download: [pdf] (288.0kB )  
  17. 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     Download: [pdf] (228.2kB )  [ps.gz] (129.9kB )  [HTML] (4.2kB )  
  18. 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     Download: [pdf] (455.4kB )  [ps.gz] (500.5kB )  [HTML] (3.9kB )  
  19. 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
    Details     Download: [pdf] (563.9kB )  [ps.gz] (269.0kB )  [HTML] (4.3kB )  
  20. 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     Download: [pdf] (125.2kB )  [ps.gz] (81.9kB )  [HTML] (2.7kB )  
Other Publications
  1. Jia-Yu Pan, Hyungjeong Yang, and Christos Faloutsos. MMSS: Multi-modal Story-oriented Video Summarization. CMU-CS-04-114 , Carnegie Mellon University, 2004.
    Details     Download: [pdf] (1.34MB)  
  2. 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     Download: [pdf] (1.2MB)  
  3. 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     Download: [pdf] (x.xMB)  
Software
  1. The AutoSplit package.
    (Click to read the AutoSplit paper).
  2. The MMG / GCap package.
    (Click to read the MMG paper and the GCap paper).
  3. The ViVo package.
    (Click to read the ViVo paper).
Service
  1. 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).
  2. 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).
  3. 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).
  4. 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).
  5. Committee Member of the IADIS European First International Conference Data Mining (ECDM -2007): Call for paper
Short Bio

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.