Papers on networks

Papers that use Snap network library and present results that use network datasets in the Network data section of the website.

2013

• Structure and Dynamics of Information Pathways in Online Media by M. Gomez-Rodriguez, J. Leskovec, B. Schoelkopf. ACM International Conference on Web Search and Data Mining WSDM), 2013. [Website] [Data]

2012

• Defining and Evaluating Network Communities based on Ground-truth by J. Yang, J. Leskovec. IEEE International Conference On Data Mining (ICDM), 2012.
• Clash of the Contagions: Cooperation and Competition in Information Diffusion by S. Myers, J. Leskovec. IEEE International Conference On Data Mining (ICDM), 2012.
• Image Labeling on a Network: Using Social-Network Metadata for Image Classiffcation by J. McAuley, J. Leskovec. European Conference on Computer Vision (ECCV), 2012.
• Information Diffusion and External Influence in Networks by S. Myers, C. Zhu, J. Leskovec. ACM SIGKDD International Conference on Knowledge Discovery and Data Mining (KDD), 2012.
• Discovering Value from Community Activity on Focused Question Answering Sites: A Case Study of Stack Overflow by A. Anderson, D. Huttenlocher, J. Kleinberg, J. Leskovec. ACM SIGKDD International Conference on Knowledge Discovery and Data Mining (KDD), 2012.
• Latent Multi-group Membership Graph Model by M. Kim, J. Leskovec. International Conference on Machine Learning (ICML), 2012.
• Multiplicative Attribute Graph Model of Real-World Networks by M. Kim, J. Leskovec. Internet Mathematics 8(1-2) 113-160 , 2012.
• Measurement error in network data: A re-classification by D. J. Wang, X. Shi, D. McFarland, J. Leskovec. Social Networks, 2012.
• Automatic versus Human Navigation in Information Networks by R. West, J. Leskovec. AAAI International Conference on Weblogs and Social Media (ICWSM), 2012.
• Human Wayfinding in Information Networks by R. West, J. Leskovec. ACM WWW International conference on World Wide Web (WWW), 2012.
• Effects of User Similarity in Social Media by A. Anderson, D. Huttenlocher, J. Kleinberg, J. Leskovec. ACM International Conference on Web Search and Data Mining (WSDM), 2012.
• The Life and Death of Online Groups: Predicting Group Growth and Longevity by S. Kairam, D. Wang, J. Leskovec. ACM International Conference on Web Search and Data Mining (WSDM), 2012.
• Inferring Networks of Diffusion and Influence by M. Gomez-Rodriguez, J. Leskovec, A. Krause. In press ACM Transactions on Knowledge Discovery from Data (TKDD), 2012.
  Journal version of our KDD '10 paper.

2011

• Modeling Social Networks with Node Attributes using the Multiplicative Attribute Graph Model by M. Kim, J. Leskovec. Conference on Uncertainty in Artificial Intelligence (UAI), 2011.
• Friendship and Mobility: User Movement In Location-Based Social Networks by E. Cho, S. A. Myers, J. Leskovec. ACM SIGKDD International Conference on Knowledge Discovery and Data Mining (KDD), 2011.
• Sentiment Flow Through Hyperlink Networks by M. Miller, C. Sathi, D. Wiesenthal, J. Leskovec, C. Potts. AAAI International Conference on Weblogs and Social Media (ICWSM), 2011.
• The Role of Social Networks in Online Shopping: Information Passing, Price of Trust, and Consumer Choice by S. Guo, M. Wang, J. Leskovec. ACM Conference on Electronic Commerce (EC), 2011.
• Dynamics of Bidding in a P2P Lending Service: Effects of Herding and Predicting Loan Success by S. Ceyhan, X. Shi, J. Leskovec. ACM WWW International conference on World Wide Web (WWW), 2011.
• The Network Completion Problem: Inferring Missing Nodes and Edges in Networks by M. Kim, J. Leskovec. SIAM International Conference on Data Mining (SDM) 2011.
• Supervised Random Walks: Predicting and Recommending Links in Social Networks
  L. Backstrom, J. Leskovec.
  ACM International Conference on Web Search and Data Minig (WSDM), 2011.
  [PDF]
• Correcting for Missing Data in Information Cascades
  E. Sadikov, M. Medina, J. Leskovec, H. Garcia-Molina.
  ACM International Conference on Web Search and Data Minig (WSDM), 2011.
  [PDF]
• Patterns of Temporal Variation in Online Media
  J. Yang, J. Leskovec.
  ACM International Conference on Web Search and Data Minig (WSDM), 2011.
  [PDF][Data][Code]

2010

• Modeling Information Diffusion in Implicit Networks by J. Yang, J. Leskovec. IEEE International Conference On Data Mining (ICDM), 2010. Best application paper award.
  [PDF] [Website] [Data]
• Multiplicative Attribute Graph Model of Real-World Networks by M. Kim, J. Leskovec. 7th Workshop on Algorithms and Models for the Web Graph (WAW), 2010.
  [PDF]
• On the Convexity of Latent Social Network Inference by S. A. Myers, J. Leskovec. Neural Information Processing Systems (NIPS), 2010.
  [PDF]
• Inferring Networks of Diffusion and Influence by M. Gomez-Rodriguez, J. Leskovec, A. Krause. ACM SIGKDD International Conference on Knowledge Discovery and Data Mining (KDD), 2010. Best research paper award honorable mention.
  [PDF] [Website] [Data]
• Citing for High Impact by X. Shi, J. Leskovec, D. A. McFarland. Joint Conference on Digital Libraries (JCDL), 2010.
  [PDF]
• Governance in Social Media: A case study of the Wikipedia promotion process by J. Leskovec, D. Huttenlocher, J. Kleinberg. AAAI International Conference on Weblogs and Social Media (ICWSM), 2010.
  [PDF] [Video]
• Predicting Positive and Negative Links in Online Social Networks by J. Leskovec, D. Huttenlocher, J. Kleinberg. ACM WWW International conference on World Wide Web (WWW), 2010.
  [PDF] [Video]
• Empirical Comparison of Algorithms for Network Community Detection by J. Leskovec, K. Lang, M. Mahoney. ACM WWW International conference on World Wide Web (WWW), 2010.
  [PDF] [Video]
• Kronecker Graphs: An approach to modeling networks by J. Leskovec, D. Chakrabarti, J. Kleinberg, C. Faloutsos, Z. Ghahramani. Journal of Machine Learning Research (JMLR) 11(Feb):985-1042, 2010.
  [PDF]
• Signed Networks in Social Media by J. Leskovec, D. Huttenlocher, J. Kleinberg.
  ACM SIGCHI Conference on Human Factors in Computing Systems (CHI), 2010.
  [PDF]
• Radius Plots for Mining Tera-byte Scale Graphs: Algorithms, Patterns, and Observations by U Kang, C. Tsourakakis, A. Appel, C. Faloutsos, J. Leskovec. SIAM International Conference on Data Mining (SDM) 2010.
  [PDF]

2009

• Community Structure in Large Networks: Natural Cluster Sizes and the Absence of Large Well-Defined Clusters
  J. Leskovec, K. Lang, A. Dasgupta, M. Mahoney.
  Internet Mathematics 6(1) 29--123, 2009.
  [PDF] [Video]
  
• Meme-tracking and the Dynamics of the News Cycle
  Jure Leskovec, Lars Backstrom, Jon Kleinberg.
  ACM SIGKDD International Conference on Knowledge Discovery and Data Mining (ACM KDD), 2009.
  [PDF] [Data!]
  
• Modeling blog dynamics
  Michaela Goetz, Jure Leskovec, Mary Mcglohon, Christos Faloutsos.
  AAAI Conference on Weblogs and Social Media (ICWSM), 2009.
  [PDF]
  

2008

• Dynamics of large networks
  Jure Leskovec.
  Ph.D. Dissertation, Machine Learning Department, School of Computer Science, Carnegie Mellon University,
  Technical report CMU-ML-08-111, September 2008.
  [PDF] [Video of the defense]
  
• Community Structure in Large Networks: Natural Cluster Sizes and the Absence of Large Well-Defined Clusters
  Jure Leskovec, Kevin Lang, Anirban Dasgupta, Michael Mahoney.
  For now just on Arxiv, 2008.
  [PDF]
  
• Microscopic Evolution of Social Networks
  Jure Leskovec, Lars Backstrom, Ravi Kumar, Andrew Tomkins.
  ACM SIGKDD International Conference on Knowledge Discovery and Data Mining (ACM KDD), 2008.
  [PDF] [Video]
  
• Mobile Call Graphs: Beyond Power-Law and Lognormal Distributions
  Mukund Seshadri, Sridhar Machiraju, Ashwin Sridharan, Jean Bolot, Christos Faloutsos, Jure Leskovec.
  ACM SIGKDD International Conference on Knowledge Discovery and Data Mining (ACM KDD), 2008.
  [PDF]
  
• Statistical Properties of Community Structure in Large Social and Information Networks
  Jure Leskovec, Kevin Lang, Anirban Dasgupta, Michael Mahoney.
  World Wide Web (WWW), 2008.
  [PDF]
  
• Planetary-Scale Views on a Large Instant-Messaging Network
  Jure Leskovec, Eric Horvitz.
  World Wide Web (WWW), 2008.
  The largest social network analyzed.
  [PDF] [Extended version]
  
• Efficient Sensor Placement Optimization for Securing Large Water Distribution Networks
  Andreas Krause, Jure Leskovec, Carlos Guestrin, Jeanne VanBriesen, Christos Faloutsos.
  Journal of Water Resources Planning and Management (JWRPM), 2008.
  [PDF]
  
• Monitoring Network Evolution using MDL
  Jure Ferlez, Christos Faloutsos, Jure Leskovec, Dunja Mladenic, Marko Grobelnik.
  IEEE International Conference on Data Engineering (ICDE), 2008.
  [PDF]
  
• Epidemic Thresholds in Real Networks
  Deepayan Chakrabarti, Yang Wang, Chenxi Wang, Jure Leskovec, Christos Faloutsos.
  ACM Transactions on Information and System Security (ACM TISSEC), 10(4), 2007.
  [PDF]
  

2007

• Cost-effective Outbreak Detection in Networks
  Jure Leskovec, Andreas Krause, Carlos Guestrin, Christos Faloutsos, Jeanne VanBriesen, Natalie Glance.
  ACM SIGKDD International Conference on Knowledge Discovery and Data Mining (ACM KDD), 2007.
  Winner of the Best Student Paper Award.
  [PDF] [Extended version with proofs] [PowerPoint] [Video]
  [Project webpage with rank-lists of blogs]
  
• Scalable Modeling of Real Graphs using Kronecker Multiplication
  Jure Leskovec, Christos Faloutsos.
  International Conference on Machine Learning (ICML), 2007.
  [PDF] [PowerPoint] [Video]
  
• Web Projections: Learning from Contextual Subgraphs of the Web
  Jure Leskovec, Susan Dumais, Eric Horvitz.
  World Wide Web (WWW), 2007.
  [PDF] [PowerPoint]
  
• The Dynamics of Viral Marketing
  Jure Leskovec, Lada Adamic, Bernardo Huberman.
  ACM Transactions on the Web (ACM TWEB), 1(1), 2007.
  [PDF]
  
• Graph Evolution: Densification and Shrinking Diameters
  Jure Leskovec, Jon Kleinberg, Christos Faloutsos.
  ACM Transactions on Knowledge Discovery from Data (ACM TKDD), 1(1), 2007.
  also appears as Arxiv physics/0603229
  [PDF]
  
• Cascading Behavior in Large Blog Graphs
  Jure Leskovec, Mary McGlohon, Christos Faloutsos, Natalie Glance, Matthew Hurst.
  SIAM International Conference on Data Mining (SDM) 2007.
  [PDF]
  
• Information Survival Threshold in Sensor and P2P Networks
  Deepayan Chakrabarti, Jure Leskovec, Christos Faloutsos, Samuel Madden, Carlos Guestrin, Michalis Faloutsos.
  IEEE Conference on Computer Communications (INFOCOM), 2007.
  [PDF]
  

2006

• Sampling from Large Graphs
  Jure Leskovec, Christos Faloutsos.
  ACM SIGKDD International Conference on Knowledge Discovery and Data Mining (KDD), 2006.
  [PDF]
  
• Data Association for Topic Intensity Tracking
  Andreas Krause, Jure Leskovec, Carlos Guestrin.
  International Conference on Machine Learning (ICML), 2006.
  [PDF] [PowerPoint]
  
• The Dynamics of Viral Marketing
  Jure Leskovec, Lada Adamic, Bernardo Huberman.
  ACM Conference on Electronic Commerce (EC), 2006.
  [PDF] [PowerPoint]
  A longer version of the paper including additional results is available at Arxiv physics/0509039
  
• Patterns of Influence in a Recommendation Network
  Jure Leskovec, Ajit Singh, Jon Kleinberg.
  Pacific-Asia Conference on Knowledge Discovery and Data Mining (PAKDD), 2006.
  [PDF] [PowerPoint]
  

2005

• Realistic, Mathematically Tractable Graph Generation and Evolution, Using Kronecker Multiplication
  Jure Leskovec, Deepayan Chakrabarti, Jon Kleinberg, Christos Faloutsos.
  European Conference on Principles and Practice of Knowledge Discovery in Databases (ECML/PKDD), 2005.
  [PDF] [PowerPoint]
  
• Graphs over Time: Densification Laws, Shrinking Diameters and Possible Explanations
  Jure Leskovec, Jon Kleinberg, Christos Faloutsos.
  ACM SIGKDD International Conference on Knowledge Discovery and Data Mining (KDD), 2005.
  Winner of the Best Research Paper Award.
  [PDF] [PowerPoint]