Social network classification incorporating link type values

Raymond Heatherly, Murat Kantarcioglu, Bhavani Thuraisingham
2009 2009 IEEE International Conference on Intelligence and Security Informatics  
Classification of nodes in a social network and its applications to security informatics have been extensively studied in the past. However, previous work generally does not consider the types of links (e.g., whether a person is friend or a close friend) that connect social networks members for classification purposes. Here, we propose modified Naive Bayes Classification schemes to make use of the link type information in classification tasks. Basically, we suggest two new Bayesian
more » ... yesian classification methods that extend a traditional relational Naive Bayes Classifier, namely, the Link Type relational Bayes Classifier and the Weighted Link Type Bayes Classifier. We then show the efficacy of our proposed techniques by conducting experiments on data obtained from the Internet Movie Database.
doi:10.1109/isi.2009.5137265 dblp:conf/isi/HeatherlyKT09 fatcat:u4nccm53mbam3bhxqpk4n4gdku