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A view of High Dimensional, Large-Scale and Big Data Fuzzy Rule based Regression and Control Systems
Márquez Hernández, Antonio Ángel; Márquez Hernández, Francisco Alfredo; Roldán Ruiz, Ana María; Peregrín Rubio, Antonio (IEEE, 2018)This work deals with the methodologies employed in the specialized literature on fuzzy regression and control systems to perform the learning process under conditions of high dimensionality and/or large-scale sets of ... -
An efficient adaptive fuzzy inference system for complex and high dimensional regression problems in linguistic fuzzy modelling
Márquez Hernández, Antonio Ángel; Márquez Hernández, Francisco Alfredo; Roldán Ruiz, Ana María; Peregrín Rubio, Antonio (Elsevier, 2013-12-01)The use of adaptive connectors as conjunction operators in adaptive fuzzy inference systems is one of the methodologies, also compatible with others, to improve the accuracy of fuzzy rule-based systems by means of local ... -
Nuevas propuestas en el ámbito de los operadores adaptativos para Sistemas Difusos Lingüísticos Evolutivos Multiobjetivo
Márquez Hernández, Antonio Ángel (Universidad de Huelva, 2016)La presente investigación desarrolla nuevas propuestas de aprendizaje y ajuste en el ámbito de los operadores difusos adaptativos del Sistema de Inferencia y la Interfaz de Defuzzificación para Sistemas Difusos Lingüísticos ... -
Rule base and inference system cooperative learning of mamdani fuzzy systems with multiobjective genetic algorithms
Márquez Hernández, Antonio Ángel; Márquez Hernández, Francisco Alfredo; Peregrín Rubio, Antonio (European Society of Fuzzy Logic and Technology, 2009)In this paper, we present an evolutionary multiobjective learning model achieving positive synergy between the Inference System and the Rule Base in order to obtain simpler, more compact and still accurate linguistic ...