Title :
Detecting Malicious Activities Using Backward Propagation of Trustworthiness over Heterogeneous Social Graph
Author :
Agarwal, Mohini ; Bin Zhou
Author_Institution :
Dept. of Inf. Syst., Univ. of Maryland, Baltimore, MD, USA
Abstract :
We present an extended trust model for detecting malicious activities in online social networks. The major idea is to perform a trust propagation process over a heterogeneous social graph in which different social activities are well modeled. We develop two trustworthiness measures and evaluate their performance of detecting malicious activities using a real Twitter data set.
Keywords :
social networking (online); trusted computing; Twitter; extended trust model; heterogeneous social graph; malicious activities detection; online social networks; social activities; trust propagation process; trustworthiness backward propagation; trustworthiness measures; Backpropagation; Conferences; Educational institutions; Image edge detection; Information systems; Twitter; Twitter; heterogeneous social graph; trust model;
Conference_Titel :
Web Intelligence (WI) and Intelligent Agent Technologies (IAT), 2013 IEEE/WIC/ACM International Joint Conferences on
Conference_Location :
Atlanta, GA
Print_ISBN :
978-1-4799-2902-3
DOI :
10.1109/WI-IAT.2013.202