Effects of agent information behavior on network performance

Authors
Hughes, David
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Other Contributors
Adali, Sibel
Eglash, Ron, 1958-
Krishnamoorthy, M. S.
Issue Date
2015-05
Keywords
Computer science
Degree
MS
Terms of Use
Attribution-NonCommercial-NoDerivs 3.0 United States
This electronic version is a licensed copy owned by Rensselaer Polytechnic Institute, Troy, NY. Copyright of original work retained by author.
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Abstract
In today's information rich society, individuals are often faced with the problem of making decisions in the presence of an overwhelming amount of information. Everyone takes on slightly different strategies. Should they make the decision as soon as possible, or wait until they have a great deal of evidence? Should they stop looking at new information once a decision has been made, or should they keep an open mind and continue searching? I propose a simulation model taking into account such individual differences in cognitive strategies. Five parameters are used to determine how an agent acts on available information: competence, decisiveness, corroboration factor, closed-mindedness, and engagement. The simulation provides evidence that agents with a propensity to cooperation are best able to handle the surplus. By treating the network as a sieve, agents with low closed-mindedness and high corroboration factor allow the most useful information to filter through to them. The engagement and decisiveness parameters, however, take on a much more open-ended role, and have an effect highly dependent on the problem and types of evidence at hand.
Description
May 2015
School of Science
Department
Dept. of Computer Science
Publisher
Rensselaer Polytechnic Institute, Troy, NY
Relationships
Rensselaer Theses and Dissertations Online Collection
Access
CC BY-NC-ND. Users may download and share copies with attribution in accordance with a Creative Commons Attribution-Noncommercial-No Derivative Works 3.0 License. No commercial use or derivatives are permitted without the explicit approval of the author.