Advances in Social Network Mining and Analysis: Second International Workshop, SNAKDD 2008, Las Vegas, NV, USA, August 24-27, 2008

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This year’s volume of Advances in Social Network Analysis contains the p- ceedings for the Second International Workshop on Social Network Analysis (SNAKDD 2008). The annual workshop co-locates with the ACM SIGKDD - ternational Conference on Knowledge Discovery and Data Mining (KDD). The second SNAKDD workshop was held with KDD 2008 and received more than 32 submissions on social network mining and analysis topics. We accepted 11 regular papers and 8 short papers. Seven of the papers are included in this volume. In recent years, social network research has advanced signi?cantly, thanks to the prevalence of the online social websites and instant messaging systems as well as the availability of a variety of large-scale o?ine social network systems. These social network systems are usually characterized by the complex network structures and rich accompanying contextual information. Researchers are - creasingly interested in addressing a wide range of challenges residing in these disparate social network systems, including identifying common static topol- ical properties and dynamic properties during the formation and evolution of these social networks, and how contextual information can help in analyzing the pertaining socialnetworks.These issues haveimportant implications oncom- nitydiscovery,anomalydetection,trendpredictionandcanenhanceapplications in multiple domains such as information retrieval, recommendation systems, - curity and so on.

Author(s): Brian Gallagher, Tina Eliassi-Rad (auth.), Lee Giles, Marc Smith, John Yen, Haizheng Zhang (eds.)
Series: Lecture Notes in Computer Science 5498 : Theoretical Computer Science and General Issues
Edition: 1
Publisher: Springer-Verlag Berlin Heidelberg
Year: 2010

Language: English
Pages: 131
Tags: Information Systems Applications (incl.Internet); Artificial Intelligence (incl. Robotics); Database Management; Information Storage and Retrieval; Data Mining and Knowledge Discovery; Computer Communication Networks

Front Matter....Pages -
Leveraging Label-Independent Features for Classification in Sparsely Labeled Networks: An Empirical Study....Pages 1-19
Community Detection Using a Measure of Global Influence....Pages 20-35
Communication Dynamics of Blog Networks....Pages 36-54
Finding Spread Blockers in Dynamic Networks....Pages 55-76
Social Network Mining with Nonparametric Relational Models....Pages 77-96
Using Friendship Ties and Family Circles for Link Prediction....Pages 97-113
Information Theoretic Criteria for Community Detection....Pages 114-130
Back Matter....Pages -