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