Amazon.com Recommendations: Item-to-Item Collaborative Filtering
IEEE Internet Computing
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
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Information diffusion through blogspace
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Patterns of influence in a recommendation network
PAKDD'06 Proceedings of the 10th Pacific-Asia conference on Advances in Knowledge Discovery and Data Mining
Towards compatible primitive structures
Journal of Experimental & Theoretical Artificial Intelligence - Special issue: conceptual graphs workshop
Group formation in large social networks: membership, growth, and evolution
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Graph evolution: Densification and shrinking diameters
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The dynamics of viral marketing
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On threshold behavior in query incentive networks
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Challenges in mining social network data: processes, privacy, and paradoxes
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Cost-effective outbreak detection in networks
Proceedings of the 13th ACM SIGKDD international conference on Knowledge discovery and data mining
Maximizing influence in a competitive social network: a follower's perspective
Proceedings of the ninth international conference on Electronic commerce
Social Information Processing in News Aggregation
IEEE Internet Computing
The Future of Social Networks on the Internet: The Need for Semantics
IEEE Internet Computing
Yes, there is a correlation: - from social networks to personal behavior on the web
Proceedings of the 17th international conference on World Wide Web
Analysis of social voting patterns on digg
Proceedings of the first workshop on Online social networks
Feedback effects between similarity and social influence in online communities
Proceedings of the 14th ACM SIGKDD international conference on Knowledge discovery and data mining
The structure of information pathways in a social communication network
Proceedings of the 14th ACM SIGKDD international conference on Knowledge discovery and data mining
Word of Mouth: Rumor Dissemination in Social Networks
SIROCCO '08 Proceedings of the 15th international colloquium on Structural Information and Communication Complexity
Prediction of Information Diffusion Probabilities for Independent Cascade Model
KES '08 Proceedings of the 12th international conference on Knowledge-Based Intelligent Information and Engineering Systems, Part III
Community gravity: measuring bidirectional effects by trust and rating on online social networks
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A link mining algorithm for earnings forecast and trading
Data Mining and Knowledge Discovery
Analyzing patterns of user content generation in online social networks
Proceedings of the 15th ACM SIGKDD international conference on Knowledge discovery and data mining
User grouping behavior in online forums
Proceedings of the 15th ACM SIGKDD international conference on Knowledge discovery and data mining
Social influence and the diffusion of user-created content
Proceedings of the 10th ACM conference on Electronic commerce
Extracting influential nodes for information diffusion on a social network
AAAI'07 Proceedings of the 22nd national conference on Artificial intelligence - Volume 2
Learning Continuous-Time Information Diffusion Model for Social Behavioral Data Analysis
ACML '09 Proceedings of the 1st Asian Conference on Machine Learning: Advances in Machine Learning
Extracting influential nodes on a social network for information diffusion
Data Mining and Knowledge Discovery
Dr. multicast: Rx for data center communication scalability
Proceedings of the 5th European conference on Computer systems
What is Twitter, a social network or a news media?
Proceedings of the 19th international conference on World wide web
Earthquake shakes Twitter users: real-time event detection by social sensors
Proceedings of the 19th international conference on World wide web
Hermes: clustering users in large-scale e-mail services
Proceedings of the 1st ACM symposium on Cloud computing
Identifying influential reviewers for word-of-mouth marketing
Electronic Commerce Research and Applications
Meaningful selection of temporal resolution for dynamic networks
Proceedings of the Eighth Workshop on Mining and Learning with Graphs
Proceedings of the 16th ACM SIGKDD international conference on Knowledge discovery and data mining
PET: a statistical model for popular events tracking in social communities
Proceedings of the 16th ACM SIGKDD international conference on Knowledge discovery and data mining
Inferring networks of diffusion and influence
Proceedings of the 16th ACM SIGKDD international conference on Knowledge discovery and data mining
Diffusion dynamics of games on online social networks
WOSN'10 Proceedings of the 3rd conference on Online social networks
Agent-based simulation of the diffusion of warnings
SpringSim '10 Proceedings of the 2010 Spring Simulation Multiconference
Acquiring expected influence curve from single diffusion sequence
PKAW'10 Proceedings of the 11th international conference on Knowledge management and acquisition for smart systems and services
Finding spread blockers in dynamic networks
SNAKDD'08 Proceedings of the Second international conference on Advances in social network mining and analysis
PRICAI'10 Proceedings of the 11th Pacific Rim international conference on Trends in artificial intelligence
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
Scalable discovery of best clusters on large graphs
Proceedings of the VLDB Endowment
Discovery of super-mediators of information diffusion in social networks
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Microblogging after a major disaster in China: a case study of the 2010 Yushu earthquake
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Information spreading in context
Proceedings of the 20th international conference on World wide web
Detecting changes in opinion value distribution for voter model
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Where the blogs tip: connectors, mavens, salesmen and translators of the blogosphere
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Discovering shakers from evolving entities via cascading graph inference
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Learning diffusion probability based on node attributes in social networks
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Influence and passivity in social media
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Inferring Networks of Diffusion and Influence
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Interleaving multi-agent systems and social networks for organized adaptation
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Measuring Information Diffusion in an Online Community
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Behavioral analyses of information diffusion models by observed data of social network
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Towards a marketing strategy for open source software
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The role of social networks in information diffusion
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Winner takes all: competing viruses or ideas on fair-play networks
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Social influence in social advertising: evidence from field experiments
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GANC: Greedy agglomerative normalized cut for graph clustering
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Proceedings of the 18th ACM SIGKDD international conference on Knowledge discovery and data mining
On the separability of structural classes of communities
Proceedings of the 18th ACM SIGKDD international conference on Knowledge discovery and data mining
Why watching movie tweets won't tell the whole story?
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Back-buy prediction based on TriFG
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Understanding and managing cascades on large graphs
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A game-theoretic model of attention in social networks
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Maximizing revenue from strategic recommendations under decaying trust
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Network analysis on provenance graphs from a crowdsourcing application
IPAW'12 Proceedings of the 4th international conference on Provenance and Annotation of Data and Processes
Structure and dynamics of information pathways in online media
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Simulating the Diffusion of Information: An Agent-Based Modeling Approach
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Safety Measures for Social Computing in Wiki Learning Environment
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Monetising user generated content using data mining techniques
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Which targets to contact first to maximize influence over social network
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Information diffusion on the iterated local transitivity model of online social networks
Discrete Applied Mathematics
Detecting changes in information diffusion patterns over social networks
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The role of organization hierarchy in technology adoption at the workplace
Proceedings of the 2013 IEEE/ACM International Conference on Advances in Social Networks Analysis and Mining
Mining users' activity on large Twitter text data
Proceedings of the Fifth International Conference on Internet Multimedia Computing and Service
Who is repinning?: predicting a brand's user interactions using social media retrieval
Proceedings of the Thirteenth International Workshop on Multimedia Data Mining
Diffusion-aware personalized social update recommendation
Proceedings of the 7th ACM conference on Recommender systems
Reaction times for user behavior models in microblogging online social networks
Proceedings of the 2013 workshop on Data-driven user behavioral modelling and mining from social media
The web as an adaptive network: coevolution of web behavior and web structure
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A separability framework for analyzing community structure
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Simulating the spread of opinions in online social networks when targeting opinion leaders
Information Systems and e-Business Management
Affinity-driven blog cascade analysis and prediction
Data Mining and Knowledge Discovery
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We present an analysis of a person-to-person recommendation network, consisting of 4 million people who made 16 million recommendations on half a million products. We observe the propagation of recommendations and the cascade sizes, which we explain by a simple stochastic model. We then establish how the recommendation network grows over time and how effective it is from the viewpoint of the sender and receiver of the recommendations. While on average recommendations are not very effective at inducing purchases and do not spread very far, we present a model that successfully identifies product and pricing categories for which viral marketing seems to be very effective.