DocumentCode :
2105157
Title :
Socially-Constrained Exogenously-Driven Opinion Dynamics: Explorations with a Multi-agent Model
Author :
Van Dyke Parunak, H. ; Downs, Elizabeth ; Yinger, Andrew
Author_Institution :
Vector Res. Center, Jacobs Eng. Group, Ann Arbor, MI, USA
fYear :
2011
fDate :
3-7 Oct. 2011
Firstpage :
158
Lastpage :
167
Abstract :
A number of studies have explored the dynamics of opinion change among interacting knowledge workers, using different modeling techniques. We are particularly interested in the transition from cognitive convergence (a positive group phenomenon) to collapse (which can lead to overlooking critical information). This paper extends previous agent-based studies of this subject in two directions. First, we allow agents to belong to distinct social groups and explore the effect of varying degrees of within-group affinity. Second, we provide exogenous drivers of agent opinion in the form of a dynamic set of documents that they may query. We exhibit a metastable configuration of this system with three distinct phases, and develop an operational metric for distinguishing convergence from collapse in the final phase. Then we use this metric to explore the system´s dynamics, over the space defined by social affinity and precision of queries against documents, and under a range of different functions for the influence that an interaction partner has on an agent.
Keywords :
cognitive systems; knowledge engineering; multi-agent systems; agent opinion; cognitive convergence; exogenous driver; metastable configuration; modeling technique; multiagent model; operational metric; opinion dynamics; within-group affinity; Analytical models; Communities; Convergence; Current measurement; Text analysis; Vectors; agent-based modeling; cognitive collapse; cognitive convergence; emergent behavior; opinion dynamics;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Self-Adaptive and Self-Organizing Systems (SASO), 2011 Fifth IEEE International Conference on
Conference_Location :
Ann Arbor, MI
ISSN :
1949-3673
Print_ISBN :
978-1-4577-1614-0
Electronic_ISBN :
1949-3673
Type :
conf
DOI :
10.1109/SASO.2011.27
Filename :
6063498
Link To Document :
بازگشت