Yizhou Sun


Publications

[DBLP] [Google Scholar]

Book

Book Chapters

  • Hongbo Deng, Yizhou Sun, Yi Chang, and Jiawei Han, "Probabilistic Models for Classification," in Charu C. Aggarwal (eds.), Data Classification: Algorithms and Applications, CRC Press, 2013, pp. 54-74.
  • Yizhou Sun and Jiawei Han, "Ranking Methods for Networks," accepted by Encyclopedia of Social Network Analysis and Mining, Springer, June 2013.
  • Yang Yang, Yizhou Sun, Saurav Pandit, Nitesh V. Chawla, and Jiawei Han, "Prospective on Measurement Metrics for Community Detection Algorithms," in Tansel Ozyer, Zeki Erdem, Jon Rokne and Suheil Khoury (eds.), Mining Social Networks and Security Informatics, Springer, 2013, pp. 227-242.
  • Yizhou Sun, Hongbo Deng and Jiawei Han, "Probabilistic Models for Text Mining", in Charu C. Aggarwal and ChengXiang Zhai (eds.), Mining Text Data, Kluwer Academic Publishers, 2012, pp. 257-294.
  • Yizhou Sun and Jiawei Han, "Integrating Clustering and Ranking for Heterogeneous Information Network Analysis", in Philip S. Yu, Jiawei Han and Christos Faloutsos (eds.), Link Mining: Models, Algorithms and Applications, Springer, 2010, pp. 439-474.

Conferences/Journals

2017

2016

2015

  • Peng Xia, Benyuan Liu, Yizhou Sun, and Cindy X. Chen, "Reciprocal Recommendation System for Online Dating," Proc. of 2015 Int. Conf. on Advances in Social Network Analysis and Mining (ASONAM'15), Paris, France, Aug. 2015.
  • Weiqing Wang, Hongzhi Yin, Ling Chen, Yizhou Sun, Shazia Wasim Sadiq, and Xiaofang Zhou, "Geo-SAGE: A Geographical Sparse Additive Generative Model for Spatial Item Recommendation,"  Proc. of 2015 ACM SIGKDD Int. Conf. on Knowledge Discovery and Data Mining (KDD'15), Sydney, Australia, Aug. 2015.
  • Yang Yang, Yizhou Sun, Jie Tang, Bo Ma, Juan-Zi Li, "Entity Matching across Heterogeneous Sources,"  Proc. of 2015 ACM SIGKDD Int. Conf. on Knowledge Discovery and Data Mining (KDD'15), Sydney, Australia, Aug. 2015. [slides]
  • Boliang Zhang, Hongzhao Huang, Xiaoman Pan, Sujian Li, Chin-Yew Lin, Heng Ji, Kevin Knight, Zhen Wen, Yizhou Sun, Jiawei Han, and Bulent Yener, "Context-aware Entity Morph Decoding," Proc. of 53rd Annual Meeting of the Association for Computational Linguistics (ACL'15), Beijing, China, Jul. 2015.
  • Jiawei Han, Heng Ji, and Yizhou Sun, "Successful Data Mining Methods for NLP," Proc. of 53rd Annual Meeting of the Association for Computational Linguistics (ACL'15), Beijing, China, Jul. 2015. (Tutorial)
  • Y. Chodpathumwan, A. Aleyasen, A. Termehchy, and Y. Sun, "Universal-DB: towards representation independent graph analytics," Proceedings of the VLDB Endowment 8 (12), 2016-2019, 2015. (Demo)
  • Susan Collins, Yizhou Sun, Michal Kosinski, David Stillwell, Natasha Markuzon, "Are You Satisfied with Life?: Predicting Satisfaction with Life from Facebook," Proc. of 2015 Int. Conf. on Social Computing, Behavioral-Cultural Modeling, Prediction (SBP'15), Washington DC, Mar. 2015.
  • Junxiang Chen, Wei Dai, Yizhou Sun, and Jennifer Dy, "Clustering and Ranking in Heterogeneous Information Networks via Gamma-Poisson Model," Proc. of the 2015 SIAM Int. Conf. on Data Mining (SDM'15), Vancouver, BC, Canada, Apr. 2015.
  • Yang Yang, Jie Tang, Cane Wing-Ki Leung, Yizhou Sun, Qicong Chen, Juanzi Li, and Qiang Yang, "RAIN: Social Role-Aware Information Diffusion," Proc. of the 29th AAAI Conf. on Artificial Intelligence (AAAI'15), Austin, Texas, USA, Jan 2015.

2014

2013

2012

  • Manish Gupta, Jing Gao, Yizhou Sun, and Jiawei Han, "Community Trend Outlier Detection Using Soft Temporal Pattern Mining", Proc. of 2012 European Conf. on Machine Learning and Principles and Practice of Knowledge Discovery in Databases (ECMLPKDD'12), Bristol, UK, Sept. 2012. [pdf]
  • Yizhou Sun, Jiawei Han, Xifeng Yan, and Philip S. Yu, "Mining Knowledge from Interconnected Data: A Heterogeneous Information Network Analysis Approach", Proc. 2012 Int. Conf. on Very Large Data Bases (VLDB'12/PVLDB), Istanbul, Turkey, Aug. 2012. (conference tutorial) [pdf]
  • Xiao Yu, Yizhou Sun, Peixiang Zhao, Jiawei Han, "Query-Driven Discovery of Semantically Similar Substructures in Heterogeneous Networks", Proc. of 2012 ACM SIGKDD Int. Conf. on Knowledge Discovery and Data Mining (KDD'12), Beijing, China, Aug. 2012. (System Demo) [pdf]
  • Yizhou Sun, Brandon Norick, Jiawei Han, Xifeng Yan, Philip S. Yu, and Xiao Yu, "Integrating Meta-Path Selection with User-Guided Object Clustering in Heterogeneous Information Networks", Proc. 2012 ACM SIGKDD Conf. on Knowledge Discovery and Data Mining (KDD'12), Beijing, China, Aug. 2012. (Best Student Paper Award) [pdf][slides]
  • Manish Gupta, Jing Gao, Yizhou Sun, and Jiawei Han, "Integrating Community Matching and Outlier Detection for Mining Evolutionary Community Outliers", Proc. 2012 ACM SIGKDD Conf. on Knowledge Discovery and Data Mining (KDD'12), Beijing, China, Aug. 2012. [pdf]
  • Yizhou Sun, Charu C. Aggarwal, and Jiawei Han, "Relation Strength-Aware Clustering of Heterogeneous Information Networks with Incomplete Attributes", PVLDB 5(5):394-405, 2012. (Also, Proc. 2012 Int. Conf. on Very Large Data Bases (VLDB'12/PVLDB), Istanbul, Turkey, Aug. 2012.) [pdf]
  • Jiawei Han, Yizhou Sun, Xifeng Yan, and Philip S. Yu, "Mining Knowledge from Data: An Information Network Analysis Approach", Proc. 2012 IEEE Int. Conf. on Data Engineering (ICDE'12), Arlington, VA, Apr. 2012. (Conference tutorial, 5 pages) [pdf]
  • Lu-An Tang, Xiao Yu, Sangkyum Kim, Jiawei Han, Wen-Chih Peng, Yizhou Sun, Alice Leung, and Thomas La Porta, "Multidimensional Sensor Data Analysi in Cyber-Physical System: An Atypical Approach," International Journal of Distributed Sensor Networks, Volume 2012.
  • Yizhou Sun, Jiawei Han, Charu C. Aggarwal, and Nitesh V. Chawla, "When Will It Happen? --- Relationship Prediction in Heterogeneous Information Networks", Proc. 2012 ACM Int. Conf. on Web Search and Data Mining (WSDM'12), Seattle, WA, Feb. 2012. (Acceptance rate: 75/362 = 20.7%) [pdf]
  • Lu-An Tang, Xiao Yu, Sangkyum Kim, Jiawei Han, Wen-Chih Peng, Yizhou Sun, Hector Gonzalez, and Sebastian Seith, "Multidimensional Analysis of Atypical Events in Cyber-Physical Data", Proc. 2012 IEEE Int. Conf. on Data Engineering (ICDE'12), Arlington, VA, Apr. 2012. (Acceptance rate approx. 20%) [pdf]

2011

  • Yizhou Sun, Jiawei Han, Xifeng Yan, Philip S. Yu, and Tianyi Wu, "PathSim: Meta Path-Based Top-K Similarity Search in Heterogeneous Information Networks", PVLDB 4(11): 992-1003, 2011. (Also, Proc. of 2011 Int. Conf. on Very Large Data Bases (VLDB'11/PVLDB), Seattle, WA, Aug. 2011.) (Acceptance rate: 100/553 = 18.1%) [pdf] [slides][DBIS data]
  • Yang Yang, Yizhou Sun, Saurav Pandit, Nitesh Chawla and Jiawei Han, "Is Objective Function the Silver Bullet? A Case Study of Community Detection Algorithms on Social Networks", Proc. of 2011 Int. Conf. on Advances in Social Network Analysis and Mining (ASONAM'11), Kaohsiung, Taiwan, July 2011. (Short paper, acceptance rate: unknown) [pdf]
  • Yizhou Sun, Rick Barber, Manish Gupta, Charu C. Aggarwal and Jiawei Han, "Co-Author Relationship Prediction in Heterogeneous Bibliographic Networks", Proc. of 2011 Int. Conf. on Advances in Social Network Analysis and Mining (ASONAM'11), Kaohsiung, Taiwan, July 2011. (Acceptance rate: 25%) [pdf] [slides][errata]
  • Manish Gupta, Charu Aggarwal, Jiawei Han and Yizhou Sun, "Evolutionary Clustering and Analysis of Bibliographic Networks", Proc. of 2011 Int. Conf. on Advances in Social Network Analysis and Mining (ASONAM'11), Kaohsiung, Taiwan, July 2011. (Best Paper Award, acceptance rate: 25%) [pdf]
  • Tim Weninger, Marina Danilevsky, Fabio Fumarola, Joshua Hailpern, Jiawei Han, Ming Ji, Thomas J. Johnston, Surya Kallumadi, Hyungsul Kim, Zhijin Li, David McCloskey, Yizhou Sun, Nathan E. TeGrotenhuis, Chi Wang, and Xiao Yu, "WinaCS: Construction and Analysis of Web-Based Computer Science Information Networks", Proc. 2011 ACM SIGMOD Int. Conf. on Management of Data (SIGMOD'2011). (System demo paper, acceptance rate approx. 35%) [pdf]
  • Hieu Khac Le, J. Pasternack, Hossein Ahmadi, Manish Gupta, Yizhou Sun, Tarek Abdelzaher, Jiawei Han, Dan Roth, Boleslaw K. Szymanski, S. Adali, "Apollo: Towards Factfinding in Participatory Sensing", Proc. ACM/IEEE International Conference on Information Processing in Sensor Networks (IPSN'11), Apr. 2011. (System demo paper, acceptance rate: unkown)
  • Manish Gupta, Yizhou Sun, and Jiawei Han, "Trust Analysis with Clustering", Proc. of 2011 Int. WorldWide Web Conf. (WWW'11), Hyderabad, India, March 2011. (Poster paper, acceptance rate: 62/202 = 30.7%) [pdf]

2010

  • Jianbin Huang, Heli Sun, Jiawei Han, Hongbo Deng, Yizhou Sun, Yaguang Liu, "SHRINK: A Structural Clustering Algorithm for Detecting Hierarchical Communities in Networks", Proc. 2010 ACM Int. Conf. on Information and Knowledge Management (CIKM'10), Toronto, Canada, Oct. 2010, pp. 219-228. (Acceptance rate: 127/945 = 13.4%) [pdf]
  • Ming Ji, Yizhou Sun, Marina Danilevsky, Jiawei Han, Jing Gao, "Graph Regularized Transductive Classification on Heterogeneous Information Networks", Proc. 2010 European Conf. on Machine Learning and Principles and Practice of Knowledge Discovery in Databases (ECML/PKDD'10), Barcelona, Spain, Sept. 2010. (Acceptance rate: 120/658 = 18.24%) [pdf]
  • Jing Gao, Feng Liang, Wei Fan, Chi Wang, Yizhou Sun, Jiawei Han, "On Community Outliers and Their Efficient Detection in Information Networks", Proc. 2010 ACM SIGKDD Conf. on Knowledge Discovery and Data Mining (KDD'10), Washington, D.C., July 2010. (Acceptance rate: 13.3%) [pdf]
  • Yizhou Sun, Jie Tang, Jiawei Han, Manish Gupta, and Bo Zhao, "Community Evolution Detection in Dynamic Heterogeneous Information Networks", Proc. 2010 KDD Workshop on Mining and Learning with Graphs (MLG'10), Washington, D.C., July 2010. (Workshop paper) [pdf]
  • Jiawei Han, Yizhou Sun, Xifeng Yan, and Philip S. Yu, "Mining Knowledge from Databases: An Information Network Analysis Approach", Proc. 2010 ACM SIGMOD Int. Conf. on Management of Data (SIGMOD'10), Indianapolis, IN, June 2010. (Conference tutorial) [pdf] [<ahref="tutorials designtimesp="541" sigmod10_tuto.pdf?>slides]
  • Cuiping Li, Jiawei Han, Xin Jin, Yizhou Sun, Yintao Yu, and Tianyi Wu, "Fast Computation of SimRank for Static and Dynamic Information Networks", Proc. 2010 Int. Conf. on Extending Data Base Technology (EDBT'10), Lausanne, Switzerland, March 2010. (Acceptance rate: 54/307 = 18%) [pdf]
  • Tianyi Wu, Yizhou Sun, Cuiping Li, and Jiawei Han, "Region-based Online Promotion Analysis", Proc. 2010 Int. Conf. on Extending Data Base Technology (EDBT'10), Lausanne, Switzerland, March 2010. (Acceptance rate:  54/307 = 18%) [pdf]

2009

  • Yizhou Sun, Jiawei Han, Jing Gao, and Yintao Yu, "iTopicModel: Information Network-Integrated Topic Modeling", Proc. 2009 Int. Conf. on Data Mining (ICDM'09), Miami, FL, Dec. 2009. (Full paper, acceptance rate: 70/786 = 8.9%) [pdf] [slides] [DBLP_Data] [Cora_Data]
  • Jing Gao, Feng Liang, Wei Fan, Yizhou Sun, and Jiawei Han, "Bipartite Graph-based Consensus Maximization among Supervised and Unsupervised Models", Proc. NIPS 2009 Neural Info. Processing Systems Conf. (NIPS'09), Vancouver, B.C., Canada, Dec. 2009. (Acceptance rate: 263/1105 = 23.8%) [pdf]
  • Peixiang Zhao, Jiawei Han, Yizhou Sun, "P-Rank: A Comprehensive Structural Similarity Measure over Information Networks", Proc. 2009 ACM Conf. on Information and Knowledge Management (CIKM'09), Hong Kong, China, Nov. 2009. (Acceptance rate: 123/847 = 14.5%) [pdf]
  • Yintao Yu, Cindy X. Lin, Yizhou Sun, Chen Chen, Jiawei Han, Binbin Liao, Tianyi Wu, ChengXiang Zhai, Duo Zhang, and Bo Zhao, "iNextCube: Information Network-Enhanced Text Cube", Proc. 2009 Int. Conf. on Very Large Data Bases  (VLDB'09), Lyon, France, Aug. 2009. (System demo paper, acceptance rate: 29/107 = 27.1%) [pdf]
  • Yizhou Sun, Yintao Yu, and Jiawei Han, "Ranking-Based Clustering of Heterogeneous Information Networks with Star Network Schema", Proc. 2009 ACM SIGKDD Int. Conf. on Knowledge Discovery and Data Mining (KDD'09), Paris, France, June 2009. (Full presentation, acceptance rate: 51/538 = 9.5%) [pdf] [slides] [data] [video]
  • Jing Gao, Wei Fan, Yizhou Sun, and Jiawei Han, "Heterogeneous Source Consensus Learning via Decision Propagation and Negotiation", Proc. 2009 ACM SIGKDD Int. Conf. on Knowledge Discovery and Data Mining (KDD'09), Paris, France, June 2009. (Short presentation, acceptance rate: (51+61)/538 = 20.8%) [pdf]
  • Yizhou Sun, Jiawei Han, Peixiang Zhao, Zhijun Yin, Hong Cheng, and Tianyi Wu, "RankClus: Integrating Clustering with Ranking for Heterogeneous Information Network Analysis", Proc. 2009 Int. Conf. on Extending Data Base Technology (EDBT'09), Saint-Petersburg, Russia, Mar. 2009. (Acceptance rate: 92/283 = 32.5%) [pdf] [slides] [network generator]
    • This work has also been selected as poster for "The Third Annual DHS (Department of Homeland Security) University Network Summit", Washington, D.C., U.S., Mar. 2009.

2008

  • Xiaolei Li, Jiawei Han, Zhijun Yin, Jae-Gil Lee, and Yizhou Sun, "Sampling Cube: A Framework for Statistical OLAP over Sampling Data", Proc. 2008 ACM SIGMOD Int. Conf. on Management of Data (SIGMOD'08), Vancouver, BC, Canada, June 2008. (Acceptance rate: 78/435 = 17.9%) [pdf]
  • Yizhou Sun, Tianyi Wu, Zhijun Yin, Hong Cheng, Jiawei Han, Xiaoxin Yin, and Peixiang Zhao, "BibNetMiner: Mining Bibliographic Information Networks", Proc. 2008 ACM SIGMOD Int. Conf. on Management of Data (SIGMOD'08), Vancouver, BC, Canada, June 2008. (System demo paper, acceptance rate: 30/94 = 31.9%) [pdf]
  • Shan He, Cheng Hu, Guojie Song, Kunqing Xie, Yizhou Sun, "Real-Time Short-Term Traffic Flow Forecasting Based on Process Neural Network", Proc. 5th Int. Symp. on Neural Networks (ISNN'08), Beijing, China, Sept.2008. (Acceptance rate: 192/522 = 36.7%)

2007

  • Yizhou Sun, Kunqing Xie, Ning Liu, Shuicheng Yan, Benyu Zhang, and Zheng Chen, "Causal Relation of Queries from Temporal Logs", Proc. 16th Int. Conf. on World Wide Web (WWW'07), Banff, Alberta, Canada, May 2007. (Poster paper) [pdf]