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Machine Learning Department School of Computer Science Carnegie Mellon University 5000 Forbes Avenue Pittsburgh PA, 15213 |
Phone: 412-268-3046 Cell: 412-508-2169 Email: htong@cs.cmu.edu Homepage: www.cs.cmu.edu/~htong
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Education |
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9/2008-10/2009 |
Ph.D in Machine Learning Department, School of Computer Science, Carnegie Mellon University (Advisor: Prof. Christos Faloutsos) |
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9/2005-9/2008 |
M. Sci. in Machine Learning Department, School of Computer Science, Carnegie Mellon University (Advisor: Prof. Christos Faloutsos) |
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9/2002-7/2005 |
M. Eng. in Pattern Recognition and Intelligent System, Tsinghua University (Advisor: Prof. Chongrong Li) |
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9/1998-7/2002 |
B. Eng. in Automation Technology, Tsinghua University |
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Publications (Till Oct., 2009) |
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Book Chapter |
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1. Hanghang Tong, Yehude Koren, and Christos Faloutsos. Direction-Aware Proximity on Graphs.
Book chapter in Encyclopedia of Data Warehousing and Mining (2nd
edition) |
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Refereed Journal Publications |
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1.
Hanghang
Tong, Spiros Papadimitriou,
Philip S. Yu and Christos Faloutsos. Fast Monitoring Proximity and Centrality
on Time-Evolving Bipartite Graphs. SAM Special Issue on Best of SDM08 |
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2.
Hanghang
Tong, Christos Faloutsos, and
Jia-Yu Pan. Random Walk with Restart: Fast Solutions and Applications.
Knowledge and Information Systems: An International Journal (KAIS), Volume 14
Number 3/ March 2008, pp327-346. 3.
Hanghang
Tong, 4.
Jingrui He,
Mingjing Li, Hong-Jiang Zhang, Hanghang Tong and Changshui zhang.
Generalized Manifold-Ranking Based Image Retrieval. IEEE Transaction on Image
Processing. volume 15, issue 10: pp.3170-3177, 2006 |
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Refereed Conference Publications |
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1.
Hanghang
Tong, Huiming Qu, Hani Jamjoom,
and Christos Faloutsos. iPoG: Fast Interactive Querying on Graphs. CIKM 2009 |
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2.
Kensuke Onuma, Hanghang
Tong, Christos Faloutsos: TANGENT: a novel, 'Surprise me',
recommendation algorithm. KDD 2009: 657-666 (research track, short paper, Acceptance Rate: 20%) |
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3.
Hanghang
Tong, Huiming Qu, and Hani
Jamjoom. Measuring Proximity on Graphs with Side Information. ICDM 2008 (full paper, Acceptance Rate: 10%) |
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4.
Hanghang
Tong, Yasushi Sakurai, Tina
Eliassi-Rad, Christos Faloutsos. Fast Mining of Complex Time-Stamped Events.
CIKM 2008 (full paper, Acceptance Rate:
17%) |
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5.
Hanghang
Tong, Spiros Papadimitriou,
Jimeng Sun, Philip Yu, and Christos Faloutsos.Colibri: Fast Mining of Large
Static and Dynamic Graphs. KDD 2008 (research
track, short presentation) |
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6.
Brian
Gallagher, Hanghang Tong, Tina Eliassi-Rad, Christos Faloutsos. Using
Ghost Edges for Classification in Sparsely Labeled Networks. KDD 2008 (research track, full presentation,
Acceptance Rate: 10%) |
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7.
Hanghang
Tong, Spiros Papadimitriou,
Philip S. Yu and Christos Faloutsos. Proximity
Tracking on Time-Evolving Bipartite Graphs. SDM 2008 (full paper, Acceptance Rate: 14%) [won Best Paper Award] 8.
Hanghang
Tong Yehude Koren, and Christos
Faloutsos. Fast Direction-Aware Proximity for Graph Mining. KDD2007 (research track, full paper, Acceptance
Rate: <8%) |
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9.
Hanghang
Tong Brian Gallagher, Christos
Faloutsos, and Tina Eliassi-Rad. Fast Best-Effort Pattern Match in Large
Attributed Graphs. KDD2007 (research
track, short paper, Acceptance Rate: 19%) |
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10. Hanghang Tong and Christos Faloutsos. Center-Piece Subgraphs: Problem Definition
and Fast Solutions. KDD 2006 (Full
paper, Acceptance Rate: 11%) |
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11. Hanghang Tong, Christos Faloutsos and Jia-Yu Pan. Fast Random Walk
with Restarts and Its Applications. ICDM 2006 (Full paper, Acceptance Rate: 10%), [won Best Research
Paper Award] |
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12. Hanghang Tong, Jingrui He, Mingjing Li, Changshui Zhang, Wei-Ying Ma. Graph based
multi-modality learning. ACM Multimedia 2005: 862-871 (Full paper, Acceptance Rate: 16%) |
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13. |
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14. Hanghang Tong, |
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15. Jingrui
He, Changshui Zhang, Nanyuan Zhao and Hanghang Tong. Boosting Web Image
Search by Co-Ranking. International Conference on Acoustics, Speech, and
Signal Processing 2005 (ICASSP 2005) |
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16. Hanghang Tong, Chongrong Li, Jingrui He. Internet Traffic Prediction by W-Boost: Classification and Regression Proc. ISNN (3) 2005: 397-402 |
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17. Hanghang Tong, Chongrong Li, Jingrui He, Jiajian Chen, Quang-Anh Tran, Hai-Xin Duan, Xing Li: Anomaly Internet Network Traffic Detection by Kernel Principle Component Classifier. ISNN (3) 2005: 476-481 |
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18. Hanghang Tong, |
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19.
Hanghang
Tong, |
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20.
Hanghang
Tong, |
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21.
Hanghang
Tong, Chongrong Li, |
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22.
Hanghang
Tong, Chongrong Li, |
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23. Jingrui He, Mingjing Li, Hong-Jiang Zhang, Hanghang
Tong, Changshui Zhang. Manifold-Ranking Based Image Retrieval. ACM
Int. Conf. on Multimedia 2004 (Full
paper, Acceptance Rate: 17%) |
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24. Jingrui He, Mingjing Li, Hong-Jiang Zhang,
Hanghang Tong, and Changshui Zhang. Pseudo Relevance Feedback Based
on Iterative Probabilistic One-Class SVMs in Web Image Retrieval. Proc.
Pacific-Rim Conference on Multimedia (PCM), 2004. |
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25. Jingrui He, Mingjing Li, Hong-Jiang Zhang, Hanghang
Tong, and Changshui Zhang. Automatic Peak Number Detection in Image
Symmetry Analysis. Proc. Pacific-Rim Conference on Multimedia (PCM), 2004 |
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Tutorials |
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1. Christos Faloutsos, Hanghang Tong. Large
Graph Mining: Patterns, Tools, and Case Studies. CIKM 2008, full day
tutorial. 2. Christos Faloutsos, Hanghang Tong. Large
Graph Mining: Patterns, Tools, and Case Studies. ICDE 2008. |
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Demos in Conferences |
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1. Duen Horng Chau, Aniket Kittur, Hanghang Tong, Christos
Faloutsos, and Jason I. Hong. SHIFTR: A Fast and Scalable System for Ad Hoc
Sensemaking of Large Graphs. KDD 2009 |
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2. Duen Horng Chau, Christos Faloutsos, Hanghang
Tong, Jason Hong, Brian Gallagher, and Tina Eliassi-Rad. GRAPHITE: A
Visual Query System for Large Graphs. ICDM 2008 3. José Fernando Rodrigues Jr., Hanghang Tong, Agma J.
M. Traina, Christos Faloutsos, Jure Leskovec: Gmine: A System for Scalable,
Interactive Graph Visualization and Mining. VLDB 2006: 1195-1198 |
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Tech Reports |
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1. Hanghang Tong, B. Aditya Prakash, Charalampos Tsourakakis, Tina
Eliassi-Rad, Christos Faloutsos, and Duen Horng Chau. BridgeFind: Fast
Detection of Top-k Bridges in Large Graphs. Lawrence Livermore Technical
Report, LLNL-TR-414449, July 2009. |
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2. Hanghang Tong, Christos Faloutsos, and Jia-Yu Pan. Fast Random Walk with Restart
and Its Application. CMU-ML-06-109 |
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3. Hanghang Tong and Christos Faloutsos. Center-Piece Subgraphs: Problem Definition
and Fast Solutions. CMU-ML-06-102 |
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Workshop Publications |
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1. Jingrui He, Hanghang Tong, Spiros
Papadimitriou, Tina Eliassi-Rad, Christos Faloutsos, and Jaime Carbonell.
PaCK: Scalable Parameter-Free Clustering on K-Partite Graphs. SDM 2009
Workshop on Link Analysis, Counterterrorism and Security, Reno, NV, May 2009. |
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2. Jingrui He, Hanghang Tong, Mingjing Li,
Wei-Ying Ma and Changshui Zhang. Multiple random walk and its application in
content-based image retrieval. ACM Multimedia 2005 workshop on Multimedia
information retrieval: 151-158. |
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Publications in Chinese |
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1. Nan
Zhu, Chongrong Li, Yalei Wang and Hanghang Tong. Hierarchical
Periodic Broadcasting Stratagem and Resource Allocation. Journal of
Huangzhong University of Science and Technology (Nature Science), vol 31,
2003.10. |
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2. Rongrong Tong and Hanghang Tong. Tele-Immersion and its Application to Distance Learning. Global Chinese Conference on Computer in Education (GCCCE2003). |
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3. Hanghang Tong, Ling Wang, and Jingrui He. Reference Point-Based Near Insertion Approach and Its Improvement for Traveling Salesman Problem. Computers Engineering and Applications. |
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Academic Honors (Selected) |
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2008 |
SDM 2008 Best Paper Award |
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2006 |
ICDM 2006 Best Research Paper Award |
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2005 |
Nominated as ‘Rising Academic Star’ in Tsinghua Univeristy (1%, the only one who is a master candidate) |
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2005 |
Excellent thesis (2%) |
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2004 |
Tsinghua-Lianxin Fellowship for Excellent Student (top grade 1%) |
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2003 |
Tsnghua-Guanghua Fellowship for Excellent Student (second grade) |
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2000 |
Tsinghua Fellowship for Excellent Student (third grade) |
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Working Experience |
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6/2008-9/2008 |
Intern in Operation Insight Group, IBM T.J. Watson Labs Mentor: Huiming Qu; Manager: Hani Jamjoom (Led to 2 paper and 2 patents pending) |
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5/2006-7/2006 |
Intern in Information Visualization Group, AT&T Shannon Labs (Led to 1 paper, 1 book chapter and 1 patent pending) |
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7/2004-7/2005 |
Intern in Web Search and Mining Group, Microsoft Research Mentor:
Mingjing Li; Manager: Wei-Ying Ma (Led to 5 papers) |
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7/2003-7/2004 |
Intern in Media Computing Group, Microsoft Research Mentor:
Mingjing Li; Manager: Hong-Jiang Zhang (Led to 2 papers) |
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Funding Experience |
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2/2009-9/2009 |
Helped in a successful proposal for a Lawrence Livermore National Laboratory (LLNL), Contract No. B580840: Trend and Anomaly Detection in Network Traffic, $100K. |
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2/2008-9/2009 |
Helped in a successful proposal Lawrence Livermore National Laboratory (LLNL) grant, Contract No. B579447: Mining Large Time-Evolving Graphs, $50K |
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3/2007-9/2008 |
Helped in a successful proposal for Lawrence Livermore National Laboratory (LLNL), Contract No. B573265: Mining Large Time-Evolving Graphs, $90K |
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2006-2007 |
Helped in a successful proposal for a Yahoo! Research Alliance gift: Analysis and Mining of the Query and Answer System of Yahoo, $75K |
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Teaching Experience (TA) |
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Fall, 2008 Spring, 2008 |
Machine Learning Multimedia Databases and Data Mining |
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Service Experience |
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2009 |
PC Member of PKDD 2009; PC Member of CNIKM'09. |
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2009 |
Admission Committee, Machine Learning Department, CMU. |
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2008 |
Admission Committee, Machine Learning Department, CMU. |
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References |
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Christos
Faloutsos Professor School of Computer Science Carnegie Mellon University 5000 Forbes Avenue Pittsburgh, PA 15213 (412) 268 - 1457 |
Jaime Carbonell Allen Newell Professor School of Computer Science Carnegie Mellon University 5000 Forbes Avenue Pittsburgh, PA 15213 (412)268-7279 |
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William C.
Cohen Associate Research Professor Machine Learning Department School of Computer Science Carnegie Mellon University 5000 Forbes Avenue Pittsburgh, PA 15213 (412) 268-7664 |
Jeff Schneider Associate Research Professor The Robotics Institute School of Computer Science Carnegie Mellon University 5000 Forbes Avenue Pittsburgh, PA 15213 (412) 268-2339 |
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Philip S. Yu Professor Department of Computer Science University of Illinois at Chicago 851 S. Morgan St., Rm 1138 SEO, Chicago, IL 60607 (312) 996-0498 |
Tina Eliassi-Rad Ph.D Lawrence Livermore National Laboratory Box 808, L-560 Livermore, CA 94551-0808 (925)422-1552 |
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