Influence Maximization in Social Media Networks Using Hypergraphs

作者: Flora Amato , Vincenzo Moscato , Antonio Picariello , Giancarlo Sperlí

DOI: 10.1007/978-3-319-57186-7_17

关键词:

摘要: In this paper, inspired by hypergraph-based approaches, we propose a novel data model for social media networks: it allows to represent in simple way all the different kinds of relationships that are typical these environments (among multimedia contents, among users and content themselves) enable several analytics applications. From other hand, have tested influence maximization algorithms leveraging introduced network structure order show advantages consider also “user-to-multimedia” (in addition “user-to-user” ones) analysis problem. Preliminary experiments using networks shows how our approach obtains very promising results.

参考文章(40)
Flora Amato, Mario Barbareschi, Valentina Casola, Antonino Mazzeo, An FPGA-Based Smart Classifier for Decision Support Systems Studies in Computational Intelligence. pp. 289- 299 ,(2014) , 10.1007/978-3-319-01571-2_34
Zhiguo Zhu, Jingqin Su, Liping Kong, Measuring influence in online social network based on the user-content bipartite graph Computers in Human Behavior. ,vol. 52, pp. 184- 189 ,(2015) , 10.1016/J.CHB.2015.04.072
Jacob Goldenberg, Barak Libai, Eitan Muller, Talk of the Network: A Complex Systems Look at the Underlying Process of Word-of-Mouth Marketing Letters. ,vol. 12, pp. 211- 223 ,(2001) , 10.1023/A:1011122126881
David Williams, Probability with martingales ,(1991)
Hamed Haddadi, Fabr´ıcio Benevenuto, Krishna P. Gummadi, Meeyoung Cha, Measuring User Influence in Twitter: The Million Follower Fallacy international conference on weblogs and social media. pp. 10- 17 ,(2010)
G. Boccignone, A. Chianese, V. Moscato, A. Picariello, Context-sensitive queries for image retrieval in digital libraries intelligent information systems. ,vol. 31, pp. 53- 84 ,(2008) , 10.1007/S10844-007-0040-5
Aniello Castiglione, Giuseppe Cattaneo, Alfredo De Santis, A Forensic Analysis of Images on Online Social Networks intelligent networking and collaborative systems. pp. 679- 684 ,(2011) , 10.1109/INCOS.2011.17
Benjamin Heintz, Abhishek Chandra, Beyond graphs: toward scalable hypergraph analysis systems measurement and modeling of computer systems. ,vol. 41, pp. 94- 97 ,(2014) , 10.1145/2627534.2627563
Giuliana Carullo, Aniello Castiglione, Alfredo De Santis, Francesco Palmieri, A triadic closure and homophily-based recommendation system for online social networks World Wide Web. ,vol. 18, pp. 1579- 1601 ,(2015) , 10.1007/S11280-015-0333-5