Producción Científica Profesorado

An agent-oriented decision support system combining fuzzy clustering and the AHP



López Ortega, Omar

2011

Lopez Ortega, Omar; Rosales, Marco Antonio (2011) An agent-oriented decision support system combining fuzzy clustering and the AHP. Expert Systems with Applications, vol. 38, no. 7, pp. 8275 - 8284, doi:10.1016/j.eswa.2011.01.008


Abstract


Decision making is a complex process, particularly when it is carried out by multidisciplinary team. Methods based on the analytical hierarchy process have been widely employed because they provide solid mathematical background. Nevertheless, solutions such as the Aggregation of Individual Judgements (AIJ) and the Aggregation of Individual Priorities (AIP) do not offer sufficient explanatory data in regards with the final decision. We developed an agent-based decision support system (DSS) that employs fuzzy clustering to group individual evaluations and the AHP to reach a final decision. Fuzzy clustering is adequate to determine important pieces of data such as the largest group of evaluations that exist around a centroid value. On the other hand, the MAS paradigm offers capabilities for achieving distributed and asynchronous processing of data. The AHP is used after the individual evaluations are clustered, as if the group were a single evaluator. Altogether, the proposed solution enhances the quality of multi-criteria group decision making.



Producto de Investigación UAEH




Artículos relacionados

An agent-oriented decision support system combining fuzzy clustering and the AHP

JAPIEST: An integral intelligent system for the diagnosis and control of tomatoes diseases and pests...

Object-oriented optimal controller for a batch dryer system

Implementation of a supervised learning technique in a multi-agent system for building production or...

Intelligent and collaborative Multi-Agent System to generate and schedule production orders

Intelligent and collaborative Multi-Agent System to generate and schedule production orders