Referral Web: combining social networks and collaborative filtering
Communications of the ACM
The anatomy of a large-scale hypertextual Web search engine
WWW7 Proceedings of the seventh international conference on World Wide Web 7
The small-world phenomenon: an algorithmic perspective
STOC '00 Proceedings of the thirty-second annual ACM symposium on Theory of computing
The Cathedral and the Bazaar
Adaptive Probabilistic Search for Peer-to-Peer Networks
P2P '03 Proceedings of the 3rd International Conference on Peer-to-Peer Computing
A divisive information theoretic feature clustering algorithm for text classification
The Journal of Machine Learning Research
Remindin': semantic query routing in peer-to-peer networks based on social metaphors
Proceedings of the 13th international conference on World Wide Web
Enhancing reputation mechanisms via online social networks
EC '04 Proceedings of the 5th ACM conference on Electronic commerce
A probabilistic framework for semi-supervised clustering
Proceedings of the tenth ACM SIGKDD international conference on Knowledge discovery and data mining
Incremental page rank computation on evolving graphs
WWW '05 Special interest tracks and posters of the 14th international conference on World Wide Web
A privacy-sensitive approach to distributed clustering
Pattern Recognition Letters - Special issue: Advances in pattern recognition
Graphs over time: densification laws, shrinking diameters and possible explanations
Proceedings of the eleventh ACM SIGKDD international conference on Knowledge discovery in data mining
FOCS '05 Proceedings of the 46th Annual IEEE Symposium on Foundations of Computer Science
Dynamic social network analysis using latent space models
ACM SIGKDD Explorations Newsletter
Wikinomics: How Mass Collaboration Changes Everything
Wikinomics: How Mass Collaboration Changes Everything
Topic and role discovery in social networks
IJCAI'05 Proceedings of the 19th international joint conference on Artificial intelligence
Text Classification and Machine Learning Support for Requirements Analysis Using Blogs
Innovations for Requirement Analysis. From Stakeholders' Needs to Formal Designs
The anatomy of a large-scale social search engine
Proceedings of the 19th international conference on World wide web
User-profile-driven collaborative bandwidth sharing on mobile phones
Proceedings of the 1st ACM Workshop on Mobile Cloud Computing & Services: Social Networks and Beyond
Recommendation boosted query propagation in the social network
SocInfo'10 Proceedings of the Second international conference on Social informatics
Social Network Analysis and Mining for Business Applications
ACM Transactions on Intelligent Systems and Technology (TIST)
Are friends overrated?: a study for the social aggregator digg.com
NETWORKING'11 Proceedings of the 10th international IFIP TC 6 conference on Networking - Volume Part II
Context-based people search in labeled social networks
Proceedings of the 20th ACM international conference on Information and knowledge management
Searching the village: models and methods for social search
Communications of the ACM
Are friends overrated? A study for the social news aggregator Digg.com
Computer Communications
Predicting potential responders in twitter: a query routing algorithm
ICCSA'12 Proceedings of the 12th international conference on Computational Science and Its Applications - Volume Part III
Social ranking techniques for the web
Proceedings of the 2013 IEEE/ACM International Conference on Advances in Social Networks Analysis and Mining
Hi-index | 0.02 |
The growth of Web 2.0 and fundamental theoretical breakthroughs have led to an avalanche of interest in social networks. This paper focuses on the problem of modeling how social networks accomplish tasks through peer production style collaboration. We propose a general interaction model for the underlying social networks and then a specific model (iLink for social search and message routing. A key contribution here is the development of a general learning framework for making such online peer production systems work at scale. The iLink model has been used to develop a system for FAQ generation in a social network (FAQtory), and experience with its application in the context of a full-scale learning-driven workflow application (CALO) is reported. We also discuss methods of adapting iLink technology for use in military knowledge sharing portals and other message routing systems. Finally, the paper shows the connection of iLink to SQM, a theoretical model for social search that is a generalization of Markov Decision Processes and the popular Pagerank model.