Trust Agent-Based Behavior Induction in Social Networks

The essence of social networks is that they can influence people's public opinions and group behaviors form quickly. Negative group behavior influences societal stability significantly, but existing behavior-induction approaches are too simple and inefficient. To automatically and efficiently induct behavior in social networks, this article introduces trust agents and designs their features according to group behavior features. In addition, a dynamics control mechanism can be generated to coordinate participant behaviors in social networks to avoid a specific restricted negative group behavior.

[1]  P. Slovic,et al.  The Construction of Preference: Index , 2006 .

[2]  Jennifer Golbeck,et al.  Generating Predictive Movie Recommendations from Trust in Social Networks , 2006, iTrust.

[3]  Christos Faloutsos,et al.  Inferring lockstep behavior from connectivity pattern in large graphs , 2016, Knowledge and Information Systems.

[4]  Steven Skiena,et al.  DeepWalk: online learning of social representations , 2014, KDD.

[5]  Lei Li,et al.  Social context-aware trust inference for trust enhancement in social network based recommendations on service providers , 2013, World Wide Web.

[6]  Lei Li,et al.  The Roadmap of Trust and Trust Evaluation in Web Applications and Web Services , 2014, Advanced Web Services.

[7]  Kai Zhang,et al.  Topic Mining over Asynchronous Text Sequences , 2012, IEEE Transactions on Knowledge and Data Engineering.

[8]  Lei Li,et al.  A Subjective Probability Based Deductive Approach to Global Trust Evaluation in Composite Services , 2011, 2011 IEEE International Conference on Web Services.

[9]  James N. Druckman,et al.  Framing Public Opinion in Competitive Democracies , 2007, American Political Science Review.

[10]  Kuan-Yu Chen,et al.  Hot Topic Extraction Based on Timeline Analysis and Multidimensional Sentence Modeling , 2007, IEEE Transactions on Knowledge and Data Engineering.

[11]  Lei Li,et al.  Trust-Oriented Composite Service Selection and Discovery , 2009, ICSOC/ServiceWave.

[12]  LeiPo-Ruey A framework for anomaly detection in maritime trajectory behavior , 2016 .

[13]  Trevor Cohen,et al.  Identifying Persuasive Qualities of Decentralized Peer-to-Peer Online Social Networks in Public Health , 2013, PERSUASIVE.

[14]  Johan Bollen,et al.  Happiness Is Assortative in Online Social Networks , 2011, Artificial Life.

[15]  M. Casper,et al.  A definition of "social environment". , 2001, American journal of public health.

[16]  Po-Ruey Lei,et al.  A framework for anomaly detection in maritime trajectory behavior , 2015, Knowledge and Information Systems.

[17]  Lifeng Sun,et al.  Who should share what?: item-level social influence prediction for users and posts ranking , 2011, SIGIR.

[18]  Jiafeng Guo,et al.  BTM: Topic Modeling over Short Texts , 2014, IEEE Transactions on Knowledge and Data Engineering.

[19]  Jennifer Golbeck,et al.  Using probabilistic confidence models for trust inference in Web-based social networks , 2010, TOIT.

[20]  Fei Wang,et al.  Perceiving Group Themes from Collective Social and Behavioral Information , 2015, AAAI.

[21]  Fei Wang,et al.  Cascading outbreak prediction in networks: a data-driven approach , 2013, KDD.

[22]  Christos Faloutsos,et al.  Estimating robustness in large social graphs , 2014, Knowledge and Information Systems.

[23]  Ling Liu,et al.  PeerTrust: supporting reputation-based trust for peer-to-peer electronic communities , 2004, IEEE Transactions on Knowledge and Data Engineering.

[24]  James S. Fishkin,et al.  Experimenting with a Democratic Ideal: Deliberative Polling and Public Opinion , 2005 .

[25]  Audun Jøsang,et al.  A survey of trust and reputation systems for online service provision , 2007, Decis. Support Syst..

[26]  P. Adler Market, Hierarchy, and Trust: The Knowledge Economy and the Future of Capitalism , 2001 .

[27]  Meng Wang,et al.  Context-Aware Reviewer Assignment for Trust Enhanced Peer Review , 2015, PloS one.

[28]  Fei Wang,et al.  Social contextual recommendation , 2012, CIKM.

[29]  P. Slovic The Construction of Preference , 1995 .

[30]  Krishna P. Gummadi,et al.  Measurement and analysis of online social networks , 2007, IMC '07.

[31]  Jaap Ham,et al.  Investigating the Influence of Social Exclusion on Persuasion by a Virtual Agent , 2014, PERSUASIVE.

[32]  Stephen Marsh,et al.  Formalising Trust as a Computational Concept , 1994 .