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Titlebook: Accuracy Improvements in Linguistic Fuzzy Modeling; Jorge Casillas,Oscar Cordón,Luis Magdalena Book 2003 Springer-Verlag Berlin Heidelberg

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期刊全称Accuracy Improvements in Linguistic Fuzzy Modeling
影响因子2023Jorge Casillas,Oscar Cordón,Luis Magdalena
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发行地址Focused on linguistic fuzzy rule-based modeling.Reader will acquire a deep knowledge on practical topics such as linguistic system identification with fuzzy systems and accuracy.State of the art on th
学科分类Studies in Fuzziness and Soft Computing
图书封面Titlebook: Accuracy Improvements in Linguistic Fuzzy Modeling;  Jorge Casillas,Oscar Cordón,Luis Magdalena Book 2003 Springer-Verlag Berlin Heidelberg
影响因子.Fuzzy modeling usually comes with two contradictory requirements: interpretability, which is the capability to express the real system behavior in a comprehensible way, and accuracy, which is the capability to faithfully represent the real system. In this framework, one of the most important areas is linguistic fuzzy modeling, where the legibility of the obtained model is the main objective. This task is usually developed by means of linguistic (Mamdani) fuzzy rule-based systems. An active research area is oriented towards the use of new techniques and structures to extend the classical, rigid linguistic fuzzy modeling with the main aim of increasing its precision degree. Traditionally, this accuracy improvement has been carried out without considering the corresponding interpretability loss. Currently, new trends have been proposed trying to preserve the linguistic fuzzy model description power during the optimization process. Written by leading experts in the field, this volume collects some representative researcher that pursue this approach. .
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https://doi.org/10.1007/978-3-030-74115-0 understand for human beings if no special attention is paid to the interpretability during rule generation. This chapter proposes a method for generating interpretable fuzzy rules from data using evolutionary algorithms..Two main aspects of interpretability are addressed. First, an index for distin
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https://doi.org/10.1007/978-3-030-74115-0acy) while incurring as little a loss of linguistic descriptive power (interpretability) as possible. The search for interpretability is represented by several constraints taken into account when designing the evolutionary algorithm, which induce the drive for accuracy. Interpretabilityoriented fuzz
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https://doi.org/10.1007/978-3-030-74115-0 their variables, or in other words, is the possibility of interpret their parameters as a set of linguistic rules. Both the notions of accuracy and interpretability are reviewed. A general design policy where both accuracy and interpretation can be taken into account is reviewed. It is argued that
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Beyond the Third Ventricle: Hydranencephalyistic that distinguishes fuzzy systems from other techniques in this area is their transparency and interpretability. Especially in the construction of a fuzzy system from a set of given training examples, little attention has been paid to the analysis of the trade-off between complexity and accurac
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