Multi-agent-Based Semi-supervised Consensus Support System for Large-Scale Group Decision Making

Consensus reaching processes (CRPs) in group decision-making (GDM) problems seek a high level of collective agreement before making a decision. The presence of large groups of experts in such problems is increasingly frequent; therefore, it is necessary to propose new consensus models and approaches that reduce the high cost of the discussion process in these cases and to develop consensus support systems based on scalable architectures that facilitate the management of large groups computationally. This contribution presents a consensus support system for large-scale GDM problems, based on a multi-agent architecture that incorporates an agent-based semi-supervised autonomy approach aimed to minimize the cost invested in the CRP.

[1]  Marc Roubens,et al.  Fuzzy sets and decision analysis , 1997, Fuzzy Sets Syst..

[2]  Francisco Herrera,et al.  A Sequential Selection Process in Group Decision Making with a Linguistic Assessment Approach , 1995, Inf. Sci..

[3]  S. Orlovsky Decision-making with a fuzzy preference relation , 1978 .

[4]  J. Deneubourg,et al.  From Social Network (Centralized vs. Decentralized) to Collective Decision-Making (Unshared vs. Shared Consensus) , 2012, PloS one.

[5]  Ma Jian Multi-objective Group Decision Making for Job Shop Scheduling Problem , 2007 .

[6]  Luis Martínez-López,et al.  COMAS: A Multi-agent System for Performing Consensus Processes , 2011, DCAI.

[7]  Pattie Maes,et al.  Kasbah: An Agent Marketplace for Buying and Selling Goods , 1996, PAAM.

[8]  Da Ruan,et al.  Multi-Objective Group Decision Making - Methods, Software and Applications with Fuzzy Set Techniques(With CD-ROM) , 2007, Series in Electrical and Computer Engineering.

[9]  Zeshui Xu,et al.  An automatic approach to reaching consensus in multiple attribute group decision making , 2009, Comput. Ind. Eng..

[10]  Luis Martínez-López,et al.  An attitude-driven web consensus support system for heterogeneous group decision making , 2013, Expert systems with applications.

[11]  A. Gabory,et al.  Maternal Diets Trigger Sex-Specific Divergent Trajectories of Gene Expression and Epigenetic Systems in Mouse Placenta , 2012, PloS one.

[12]  Petr Ekel,et al.  A flexible consensus scheme for multicriteria group decision making under linguistic assessments , 2010, Inf. Sci..

[13]  JinBaek Kim A model and case for supporting participatory public decision making in e-democracy , 2008 .

[14]  J. Kacprzyk Group decision making with a fuzzy linguistic majority , 1986 .

[15]  L Poole David,et al.  Artificial Intelligence: Foundations of Computational Agents , 2010 .

[16]  Janusz Kacprzyk,et al.  An Internet-based Group Decision and Consensus Reaching Support System , 2003 .