Mining the network value of customers
Proceedings of the seventh ACM SIGKDD international conference on Knowledge discovery and data mining
The Case against Accuracy Estimation for Comparing Induction Algorithms
ICML '98 Proceedings of the Fifteenth International Conference on Machine Learning
Mining knowledge-sharing sites for viral marketing
Proceedings of the eighth ACM SIGKDD international conference on Knowledge discovery and data mining
Maximizing the spread of influence through a social network
Proceedings of the ninth ACM SIGKDD international conference on Knowledge discovery and data mining
Propagation of trust and distrust
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Propagation Models for Trust and Distrust in Social Networks
Information Systems Frontiers
Personalized recommendation driven by information flow
SIGIR '06 Proceedings of the 29th annual international ACM SIGIR conference on Research and development in information retrieval
Inferring binary trust relationships in Web-based social networks
ACM Transactions on Internet Technology (TOIT)
Information flow modeling based on diffusion rate for prediction and ranking
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Cost-effective outbreak detection in networks
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Trust Inference in Web-Based Social Networks Using Resistive Networks
ICIW '08 Proceedings of the 2008 Third International Conference on Internet and Web Applications and Services
Influence and correlation in social networks
Proceedings of the 14th ACM SIGKDD international conference on Knowledge discovery and data mining
A measurement-driven analysis of information propagation in the flickr social network
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Efficient influence maximization in social networks
Proceedings of the 15th ACM SIGKDD international conference on Knowledge discovery and data mining
Social influence analysis in large-scale networks
Proceedings of the 15th ACM SIGKDD international conference on Knowledge discovery and data mining
Influential nodes in a diffusion model for social networks
ICALP'05 Proceedings of the 32nd international conference on Automata, Languages and Programming
Capturing implicit user influence in online social sharing
Proceedings of the 21st ACM conference on Hypertext and hypermedia
Social action tracking via noise tolerant time-varying factor graphs
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Mining topic-level influence in heterogeneous networks
CIKM '10 Proceedings of the 19th ACM international conference on Information and knowledge management
Selecting information diffusion models over social networks for behavioral analysis
ECML PKDD'10 Proceedings of the 2010 European conference on Machine learning and knowledge discovery in databases: Part III
Discovery of super-mediators of information diffusion in social networks
DS'10 Proceedings of the 13th international conference on Discovery science
Social Services Computing: Concepts, Research Challenges, and Directions
GREENCOM-CPSCOM '10 Proceedings of the 2010 IEEE/ACM Int'l Conference on Green Computing and Communications & Int'l Conference on Cyber, Physical and Social Computing
Social Network Analysis and Mining for Business Applications
ACM Transactions on Intelligent Systems and Technology (TIST)
Visual analysis of implicit social networks for suspicious behavior detection
DASFAA'11 Proceedings of the 16th international conference on Database systems for advanced applications: Part II
Who should share what?: item-level social influence prediction for users and posts ranking
Proceedings of the 34th international ACM SIGIR conference on Research and development in Information Retrieval
Sparsification of influence networks
Proceedings of the 17th ACM SIGKDD international conference on Knowledge discovery and data mining
Modelling user behaviour and interactions: augmented cognition on the social web
FAC'11 Proceedings of the 6th international conference on Foundations of augmented cognition: directing the future of adaptive systems
Visual analytics of social networks: mining and visualizing co-authorship networks
FAC'11 Proceedings of the 6th international conference on Foundations of augmented cognition: directing the future of adaptive systems
Active learning of model parameters for influence maximization
ECML PKDD'11 Proceedings of the 2011 European conference on Machine learning and knowledge discovery in databases - Volume Part I
Mining research topic-related influence between academia and industry
ECML PKDD'11 Proceedings of the 2011 European conference on Machine learning and knowledge discovery in databases - Volume Part II
Influence and passivity in social media
ECML PKDD'11 Proceedings of the 2011 European conference on Machine learning and knowledge discovery in databases - Volume Part III
Incentive compatible influence maximization in social networks and application to viral marketing
The 10th International Conference on Autonomous Agents and Multiagent Systems - Volume 3
A data-based approach to social influence maximization
Proceedings of the VLDB Endowment
Social and behavioural media access
SBNMA '11 Proceedings of the 2011 ACM workshop on Social and behavioural networked media access
Inferring Networks of Diffusion and Influence
ACM Transactions on Knowledge Discovery from Data (TKDD)
Strategic information diffusion through online social networks
Proceedings of the 4th International Symposium on Applied Sciences in Biomedical and Communication Technologies
What's in a hashtag?: content based prediction of the spread of ideas in microblogging communities
Proceedings of the fifth ACM international conference on Web search and data mining
Exploring social influence via posterior effect of word-of-mouth recommendations
Proceedings of the fifth ACM international conference on Web search and data mining
Maximizing product adoption in social networks
Proceedings of the fifth ACM international conference on Web search and data mining
Proceedings of the fifth ACM international conference on Web search and data mining
Resource recommendation in social annotation systems: A linear-weighted hybrid approach
Journal of Computer and System Sciences
Social influence modeling on smartphone usage
ADMA'11 Proceedings of the 7th international conference on Advanced Data Mining and Applications - Volume Part II
Social network inference of smartphone users based on information diffusion models
ADMA'11 Proceedings of the 7th international conference on Advanced Data Mining and Applications - Volume Part II
The role of social networks in information diffusion
Proceedings of the 21st international conference on World Wide Web
Bimodal invitation-navigation fair bets model for authority identification in a social network
Proceedings of the 21st international conference on World Wide Web
Controlling infection by blocking nodes and links simultaneously
WINE'11 Proceedings of the 7th international conference on Internet and Network Economics
Finding a wise group of experts in social networks
ADMA'11 Proceedings of the 7th international conference on Advanced Data Mining and Applications - Volume Part I
Effective next-items recommendation via personalized sequential pattern mining
DASFAA'12 Proceedings of the 17th international conference on Database Systems for Advanced Applications - Volume Part II
Cheap, easy, and massively effective viral marketing in social networks: truth or fiction?
Proceedings of the 23rd ACM conference on Hypertext and social media
Ranking User Influence in Healthcare Social Media
ACM Transactions on Intelligent Systems and Technology (TIST)
Information Retrieval on the Blogosphere
Foundations and Trends in Information Retrieval
Exploring social influence for recommendation: a generative model approach
SIGIR '12 Proceedings of the 35th international ACM SIGIR conference on Research and development in information retrieval
ACM Transactions on Management Information Systems (TMIS)
Maximizing influence spread in a new propagation model
RSKT'12 Proceedings of the 7th international conference on Rough Sets and Knowledge Technology
The walls have ears: optimize sharing for visibility and privacy in online social networks
Proceedings of the 21st ACM international conference on Information and knowledge management
Influence and similarity on heterogeneous networks
Proceedings of the 21st ACM international conference on Information and knowledge management
The early-adopter graph and its application to web-page recommendation
Proceedings of the 21st ACM international conference on Information and knowledge management
Prediction of retweet cascade size over time
Proceedings of the 21st ACM international conference on Information and knowledge management
Cascade-based community detection
Proceedings of the sixth ACM international conference on Web search and data mining
Proceedings of the sixth ACM international conference on Web search and data mining
Models and algorithms for social influence analysis
Proceedings of the sixth ACM international conference on Web search and data mining
Trend makers and trend spotters in a mobile application
Proceedings of the 2013 conference on Computer supported cooperative work
Identifying Influential Taggers in Trust-Aware Recommender Systems
ASONAM '12 Proceedings of the 2012 International Conference on Advances in Social Networks Analysis and Mining (ASONAM 2012)
Learning the Strength of the Factors Influencing User Behavior in Online Social Networks
ASONAM '12 Proceedings of the 2012 International Conference on Advances in Social Networks Analysis and Mining (ASONAM 2012)
Meme ranking to maximize posts virality in microblogging platforms
Journal of Intelligent Information Systems
Discovering influential nodes from trust network
Proceedings of the 28th Annual ACM Symposium on Applied Computing
Extracting social events for learning better information diffusion models
Proceedings of the 19th ACM SIGKDD international conference on Knowledge discovery and data mining
Maximizing acceptance probability for active friending in online social networks
Proceedings of the 19th ACM SIGKDD international conference on Knowledge discovery and data mining
The bang for the buck: fair competitive viral marketing from the host perspective
Proceedings of the 19th ACM SIGKDD international conference on Knowledge discovery and data mining
STRIP: stream learning of influence probabilities
Proceedings of the 19th ACM SIGKDD international conference on Knowledge discovery and data mining
Confluence: conformity influence in large social networks
Proceedings of the 19th ACM SIGKDD international conference on Knowledge discovery and data mining
Temporal influence over the Last.fm social network
Proceedings of the 2013 IEEE/ACM International Conference on Advances in Social Networks Analysis and Mining
Information propagation in microblog networks
Proceedings of the 2013 IEEE/ACM International Conference on Advances in Social Networks Analysis and Mining
Finding contexts of social influence in online social networks
Proceedings of the 7th Workshop on Social Network Mining and Analysis
ProfileRank: finding relevant content and influential users based on information diffusion
Proceedings of the 7th Workshop on Social Network Mining and Analysis
Exploiting social networks for healthcare
Proceedings of the 6th International Conference on PErvasive Technologies Related to Assistive Environments
Content coverage maximization on word networks for hierarchical topic summarization
Proceedings of the 22nd ACM international conference on Conference on information & knowledge management
Timely crawling of high-quality ephemeral new content
Proceedings of the 22nd ACM international conference on Conference on information & knowledge management
Probabilistic solutions of influence propagation on social networks
Proceedings of the 22nd ACM international conference on Conference on information & knowledge management
Diffusion-aware personalized social update recommendation
Proceedings of the 7th ACM conference on Recommender systems
Modeling information diffusion over social networks for temporal dynamic prediction
Proceedings of the 22nd ACM international conference on Conference on information & knowledge management
Efficient computation of the shapley value for game-theoretic network centrality
Journal of Artificial Intelligence Research
Social communications assisted epidemic disease influence minimization
WASA'13 Proceedings of the 8th international conference on Wireless Algorithms, Systems, and Applications
A probability based algorithm for influence maximization in social networks
Proceedings of the 5th Asia-Pacific Symposium on Internetware
Pagerank with priors: an influence propagation perspective
IJCAI'13 Proceedings of the Twenty-Third international joint conference on Artificial Intelligence
Social influence locality for modeling retweeting behaviors
IJCAI'13 Proceedings of the Twenty-Third international joint conference on Artificial Intelligence
Personalized emerging topic detection based on a term aging model
ACM Transactions on Intelligent Systems and Technology (TIST) - Special Section on Intelligent Mobile Knowledge Discovery and Management Systems and Special Issue on Social Web Mining
Active learning for networked data based on non-progressive diffusion model
Proceedings of the 7th ACM international conference on Web search and data mining
Proceedings of the 19th international conference on Intelligent User Interfaces
Don't count the number of friends when you are spreading information in social networks
Proceedings of the 8th International Conference on Ubiquitous Information Management and Communication
W-entropy method to measure the influence of the members from social networks
International Journal of Web Engineering and Technology
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Recently, there has been tremendous interest in the phenomenon of influence propagation in social networks. The studies in this area assume they have as input to their problems a social graph with edges labeled with probabilities of influence between users. However, the question of where these probabilities come from or how they can be computed from real social network data has been largely ignored until now. Thus it is interesting to ask whether from a social graph and a log of actions by its users, one can build models of influence. This is the main problem attacked in this paper. In addition to proposing models and algorithms for learning the model parameters and for testing the learned models to make predictions, we also develop techniques for predicting the time by which a user may be expected to perform an action. We validate our ideas and techniques using the Flickr data set consisting of a social graph with 1.3M nodes, 40M edges, and an action log consisting of 35M tuples referring to 300K distinct actions. Beyond showing that there is genuine influence happening in a real social network, we show that our techniques have excellent prediction performance.