DocumentCode
270236
Title
A Semisupervised Multiagent System Model to Support Consensus-Reaching Processes
Author
Palomares, IvaÌn ; Martinez, Luis
Author_Institution
Dept. of Comput. Sci., Univ. of Jaen, Jaen, Spain
Volume
22
Issue
4
fYear
2014
fDate
Aug. 2014
Firstpage
762
Lastpage
777
Abstract
Consensus reaching processes as part of solving group decision-making problems attempt to reach a mutual agreement in the group before making a decision. Most consensus models and consensus support systems that are proposed in the literature present some noticeable drawbacks: the need for constant human supervision by experts to guarantee an effective process and the difficulty to manage large groups of experts, which are increasingly common in current decisions and may imply a higher cost and complexity to carry out such processes. In order to overcome these problems, this paper presents a novel consensus support system based on the multiagent system paradigm, which automates and supports consensus reaching processes by providing agents with the necessary degree of autonomy to conduct discussion processes by themselves, with a semisupervised methodology. The main novelty of such a system is the agent semisupervised autonomy approach it incorporates, which lets agents conduct most of the discussion process by themselves and allows them to interact with their corresponding human experts under certain circumstances in which human supervision might be convenient and necessary.
Keywords
decision making; expert systems; group decision support systems; multi-agent systems; agent semisupervised autonomy; consensus models; consensus support systems; consensus-reaching processes; group decision-making problems; human supervision; semisupervised multiagent system model; Cascading style sheets; Computational modeling; Computer architecture; Decision making; Multi-agent systems; Proposals; Uncertainty; Consensus reaching process (CRP); fuzzy preference relation; group decision making (GDM); multiagent system;
fLanguage
English
Journal_Title
Fuzzy Systems, IEEE Transactions on
Publisher
ieee
ISSN
1063-6706
Type
jour
DOI
10.1109/TFUZZ.2013.2272588
Filename
6556984
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