Genetic Tuning of Fuzzy Rule Deep Structures for Linguistic Modeling

Genetic Tuning of Fuzzy Rule Deep Structures for Linguistic Modeling (2001)

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by Jorge Casillas , Oscar Cordon , Jorge Casillas , Mara J. Del Jesus , Mara J. Del Jesus , Francisco Herrera , Francisco Herrera

Venue:	IEEE Trans. on Fuzzy Systems
Citations:	7 - 2 self

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Datum	Value	Source
TITLE	Genetic Tuning of Fuzzy Rule Deep Structures for Linguistic Modeling	user correction - Legacy Corrections
AUTHOR NAME	Jorge Casillas	user correction - Legacy Corrections
AUTHOR AFFIL	E.T.S. de Ingeniera Informatica. Universidad de Granada.	user correction - Legacy Corrections
AUTHOR ADDR	E-18071 Granada, Spain { Phone +34-958-244019, Fax +34-958-243317	user correction - Legacy Corrections
AUTHOR NAME	Oscar Cordon	user correction - Legacy Corrections
AUTHOR NAME	Jorge Casillas	user correction - Legacy Corrections
AUTHOR AFFIL	E.T.S. de Ingeniera Informatica. Universidad de Granada.	user correction - Legacy Corrections
AUTHOR ADDR	E-18071 Granada, Spain { Phone +34-958-244019, Fax +34-958-243317	user correction - Legacy Corrections
AUTHOR NAME	Mara J. Del Jesus	user correction - Legacy Corrections
AUTHOR AFFIL	E.T.S. de Ingeniera Informatica. Universidad de Granada.	user correction - Legacy Corrections
AUTHOR ADDR	E-18071 Granada, Spain { Phone +34-958-244019, Fax +34-958-243317	user correction - Legacy Corrections
AUTHOR NAME	Mara J. Del Jesus	user correction - Legacy Corrections
AUTHOR AFFIL	E.T.S. de Ingeniera Informatica. Universidad de Granada.	user correction - Legacy Corrections
AUTHOR ADDR	E-18071 Granada, Spain { Phone +34-958-244019, Fax +34-958-243317	user correction - Legacy Corrections
AUTHOR NAME	Francisco Herrera	user correction - Legacy Corrections
AUTHOR AFFIL	E.T.S. de Ingeniera Informatica. Universidad de Granada.	user correction - Legacy Corrections
AUTHOR ADDR	E-18071 Granada, Spain { Phone +34-958-244019, Fax +34-958-243317	user correction - Legacy Corrections
AUTHOR NAME	Francisco Herrera	user correction - Legacy Corrections
AUTHOR AFFIL	E.T.S. de Ingeniera Informatica. Universidad de Granada.	user correction - Legacy Corrections
AUTHOR ADDR	E-18071 Granada, Spain { Phone +34-958-244019, Fax +34-958-243317	user correction - Legacy Corrections
ABSTRACT	Tuning fuzzy rule-based systems for Linguistic Modeling is an interesting and widely developed task. It involves adjusting some of the components composing the knowledge base without completely redening it. To do that, as the fuzzy rule symbolic representations (known as fuzzy rule surface structures) as the meaning of the involved membership functions (which together with the surface structures are known as fuzzy rule deep structures) may be modied. This contribution introduces a genetic tuning process for jointly tting these two components, i.e., whole deep structures. To adjust the symbolic representations, we propose to use linguistic hedges to perform slight modications keeping a good interpretability. To change the membership function meanings, two dierent ways considering basic or extended expressions are proposed. As the accomplished experimental study shows, the good performance of our proposal mainly lies in the consideration of this tuning approach performed at two dierent levels of signicance. Keywords\| Fuzzy linguistic modeling, tuning, surface and deep structures, linguistic hedges. I.	user correction - Legacy Corrections
YEAR	2001	user correction - Legacy Corrections
VENUE	IEEE Trans. on Fuzzy Systems	INFERENCE
VENUE TYPE	JOURNAL	INFERENCE
PAGES	13--29	INFERENCE
VOLUME	13	INFERENCE
CITATIONS	27 found	ParsCit 1.0