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Digital Library of the
European Council for Modelling and Simulation |
Title: |
Decision Making By Intelligent Agents In Unfamiliar Settings: The
Role Of Team Communication |
Authors: |
Frigotto Laura, Rossi Alessandro |
Published in: |
ECMS
2007 Proceedings Edited
by: Ivan Zelinka, Zuzana Oplatkova, Alessandra Orsoni ISBN:
978-0-9553018-2-7 Doi: 10.7148/2007 21st European
Conference on Modelling and Simulation, Prague, June
4-6, 2007 |
Citation
format: |
Frigotto, M. L., & Rossi, A. (2007).
Decision Making By Intelligent Agents In Unfamiliar Settings: The Role Of
Team Communication. ECMS 2007 Proceedings edited by: I. Zelinka,
Z. Oplatkova, A. Orsoni (pp. 134-139). European Council for
Modeling and Simulation. doi:10.7148/2007-0134 |
DOI: |
http://dx.doi.org/10.7148/2007-0134 |
Abstract: |
We model individual decision making in unfamiliar settings using constraint
satisfaction networks. We investigate to what extent team communication might
overcome the limits of partially informed and heterogeneous agents, allowing
them to improve their choices in dyadic decision making
settings (in terms of compatibility with the choices that they would
undertake if fully informed). We show that communication has a non-monotonic
effect: while initial increases in communication strength result in better
performance, when one exceeds an optimal degree, performance declines up to a
point in which independent agents perform better than agents communicating in
teams. We show that this is largely due to the fact that too much
communication confuses agents, blocking the process of sorting alternatives out.
Similar considerations on non-monotonicity still
holds if we substitute independent choice under communication with group
choice based on voting. However, the latter rule, compared to the former one,
shows lower performance for all communication strengths. |
Full
text: |