Hanghang’s Publications

Book Chapter

1. Hanghang Tong, Yehude Koren, and Christos Faloutsos. Direction-Aware Proximity on Graphs. Book chapter in Encyclopedia of Data Warehousing and Mining (2^nd edition)

Refereed Journal Publications

1. Jingrui He, Mingjing Li, Hong-Jiang Zhang, Hanghang Tong and Changshui zhang. Generalized Manifold-Ranking Based Image Retrieval. Transaction on Image Processing, Vol. 15, No. 10, pp. 3170-3177, October 2006. (PDF)

2. Hanghang Tong, Jingrui He, Mingjing Li, Wei-Ying Ma, Hong-Jiang Zhang, Changshui Zhang. Manifold-Ranking Based Keyword Propagation for Image Retrieval, in EURASIP Journal on Applied Signal Processing, Special Issue on Information Mining from Multimedia Database, Volume 2006 (2006), Article ID 79412, 10 pages (PDF)

3. Hanghang Tong, Christos Faloutsos, and Jia-Yu Pan. Random Walk with Restart: Fast Solutions and Applications. Knowledge and Information Systems: An International Journal (KAIS).

4. 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

Refereed Conference Publications

1. Hanghang Tong, Huiming Qu, and Hani Jamjoom. Measuring Proximity on Graphs with Side Information. ICDM 2008 (full paper, Acceptance Rate: 10%) (PDF) (Slides)

2. Hanghang Tong, Yasushi Sakurai, Tina Eliassi-Rad, Christos Faloutsos. Fast Mining of Complex Time-Stamped Events. CIKM 2008 (full paper, Acceptance Rate: 17%) (PDF) (Slides)

3. 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) (PDF) (Slides) (Code)

4. Brian Gallagher, Hanghang Tong, Tina Eliassi-Rad, Christos Faloutsos. Using Ghost Edges for Classification in Sparsely Labeled Networks. KDD 2008 (research track, full presentation) (PDF)

5. Hanghang Tong, Spiros Papadimitriou, Philip S. Yu and Christos Faloutsos. Proximity Tracking on Time-Evolving Bipartite Graphs. SDM 2008 (full paper, Acceptance Rate: 14%)(PDF) (Slides)

· Best Paper Award

6. Hanghang Tong, Yehuda Koren, and Christos Faloutsos. Fast Direction-Aware Proximity for Graph Mining. KDD 2007 (research track, full paper, <8%) (PDF) (Slides) (Video)(Corrections)

7. Hanghang Tong, Brian Gallagher, Christos Faloutsos, and Tina Eliassi-Rad. Fast Best-Effort Pattern Match in Large Attributed Graphs. KDD 2007 (research track, short presentation, 19%) (PDF) (Slides) (Video) (Code)

8. Hanghang Tong, Christos Faloutsos, and Jia-Yu Pan. Fast Random Walk with Restart and Its Application. ICDM2006 (full paper, 10%) (PDF) (Slides) (Code)

· Best Research Paper Award

9. Hanghang Tong and Christos Faloutsos. Center-Piece Subgraphs: Problem Definition and Fast Solutions. KDD2006 (full paper, 11%) (PDF) (Slides) (Code and Data)

10. Hanghang Tong, Jingrui He, Mingjing Li, Changshui Zhang, Wei-Ying Ma: Graph based multi-modality learning. ACM Multimedia 2005: 862-871 (full paper: 16%) (PDF) (Slides)

11. Hanghang Tong, Jingrui He, Mingjing Li, Hong-Jiang Zhang, Changshui Zhang. A Unified Optimization Based Learning Method for Image Retrieval, CVPR (2) 2005: 230-235 (22%) (PDF)

12. Hanghang Tong, Chongrong Li, Jingrui He. Internet Traffic Prediction by W-Boost: Classification and Regression Proc. ISNN (3) 2005: 397-402 (PDF)

13. 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 (PDF)

14. Hanghang Tong, Mingjing Li, Hong-Jiang Zhang, Changshui Zhang, Jingrui He. Learning No-Reference Quality Metric by Examples. The 11th International Multi-Media Modelling Conferene (MMM 2005) (PDF)

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) (PDF)

16. Jingrui He, Hanghang Tong, Mingjing Li, Wei-Ying Ma. Multiple Random Walk and Its Application in content-based image retrieval. ACM Multimedia Information Retrieval Workshop (MIR2005) (PDF)

17. Hanghang Tong, Mingjing Li, Hong-Jiang Zhang, Jingrui He and Changshui Zhang. Classification of Digital Photos Taken by Photographers or Home Users. 2004 Pacific-Rim Conference on Multimedia (PCM2004). (PDF)

18. Hanghang Tong, Mingjing Li, Hong-Jiang Zhang, Changshui Zhang. No Reference Quality Assessment for JPEG2000 Compressed Images. International Conference on Image Processing 2004 (ICIP 2004) (PDF)

19. Hanghang Tong, Mingjing Li, Hong-Jiang Zhang, Changshui Zhang. Blur Detection for Digital Images Using Wavelet Transform. International Conference on Multimedia and Expo 2004 (ICME 2004) (PDF)

20. Hanghang Tong, Chongrong Li, Jingrui He. Boosting Feed-Forward Neural Network for Internet Traffic Prediction. The Third International Conference on Machine Learning and Cybernetics (ICMLC 2004)

21. Hanghang Tong, Chongrong Li, Jingrui He. A Boosting-based Framework for Self-similar and Non-linear Internet Traffic Prediction. International Symposium on Neural Network 2004 (ISNN2004) (PDF)

22. 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 (PDF)

23. 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 (PDF)

24. Jingrui He, Mingjing Li, Hong-Jiang Zhang, Hanghang Tong, Changshui Zhang. Manifold-Ranking Based Image Retrieval. ACM Int. Conf. on Multimedia 2004 (MM2004, 17%) (PDF)

25. Jingrui He, Mingjing Li, Hong-Jiang Zhang, Hanghang Tong, and Changshui Zhang. Mean Version Space: a New Active Learning Method for Content-Based Image Retrieval. Proc. the 6th ACM SIGMM Int. Workshop on Multimedia Information Retrieval, in conjunction with the 2004 ACM Multimedia, 2004 (PDF)

Tutorial

1. Christos Faloutsos and Hanghang Tong. Large Graph Mining: Patterns, Tools, and Case Studies. CIKM 2008 (6 hours length) (Tutorial Page)

2. Christos Faloutsos and Hanghang Tong. Large Graph Mining: Patterns, Tools, and Case Studies. ICDE 2009, (3 hours length)

Tech Report

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.

2. Hanghang Tong, Christos Faloutsos, and Jia-Yu Pan. Fast Random Walk with Restart and Its Application. CMU-ML-06-109

3. Hanghang Tong and Christos Faloutsos. Center-Piece Subgraphs: Problem Definition and Fast Solutions. CMU-ML-06-102

Demo

1. 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

2. 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 (PDF)

In Chinese

1. Ling Wang, Hanghang Tong, and Da-Zhong Zheng. Reference Point Based Near Insertion Approach and Two-Stage Approach for TSP. Control and Decision, 2004, 19(7): 831-833, 837. (In Chinese)

2. 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. (In Chinese)

3. Rongrong Tong and Hanghang Tong. Tele-Immersion and its Application to Distance Learning. Global Chinese Conference on Computer in Education (GCCCE2003). (In Chinese)

4. Hanghang Tong, Ling Wang, and Jingrui He. Reference Point-Based Near Insertion Approach and Its Improvement for Traveling Salesman Problem. Computers Engineering and Applications, 2002, 38(20): 63-65. (In Chinese)