HAIS '08 Proceedings of the 3rd international workshop on Hybrid Artificial Intelligence Systems
Information Sciences: an International Journal
International Journal of Approximate Reasoning
Improving fuzzy logic controllers obtained by experts: a case study in HVAC systems
Applied Intelligence
New methods for designing neuro-fuzzy systems
ICS'08 Proceedings of the 12th WSEAS international conference on Systems
Information Sciences: an International Journal
IEEE Transactions on Fuzzy Systems
Genetic tuning for improving Wang and Mendel's fuzzy database
SMC'09 Proceedings of the 2009 IEEE international conference on Systems, Man and Cybernetics
A dynamically constrained multiobjective genetic fuzzy system for regression problems
IEEE Transactions on Fuzzy Systems
IEEE Transactions on Fuzzy Systems - Special section on computing with words
Information Sciences: an International Journal
Optimization of shared autonomy vehicle control architectures for swarm operations
IEEE Transactions on Systems, Man, and Cybernetics, Part B: Cybernetics - Special issue on gait analysis
Fuzzy logic controllers optimization using genetic algorithms and particle swarm optimization
MICAI'10 Proceedings of the 9th Mexican international conference on Artificial intelligence conference on Advances in soft computing: Part II
International Journal of Approximate Reasoning
International Journal of Approximate Reasoning
Interpretability of linguistic fuzzy rule-based systems: An overview of interpretability measures
Information Sciences: an International Journal
Multi-objective evolutionary fuzzy systems
WILF'11 Proceedings of the 9th international conference on Fuzzy logic and applications
A double axis classification of interpretability measures for linguistic fuzzy rule-based systems
WILF'11 Proceedings of the 9th international conference on Fuzzy logic and applications
Supervised Pseudo Self-Evolving Cerebellar algorithm for generating fuzzy membership functions
Expert Systems with Applications: An International Journal
Information Sciences: an International Journal
Fuzzy rule based system ensemble for music genre classification
EvoMUSART'12 Proceedings of the First international conference on Evolutionary and Biologically Inspired Music, Sound, Art and Design
A genetic design of linguistic terms for fuzzy rule based classifiers
International Journal of Approximate Reasoning
Detection of fuzzy association rules by fuzzy transforms
Advances in Fuzzy Systems - Special issue on Fuzzy Functions, Relations, and Fuzzy Transforms (2012)
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Linguistic fuzzy modeling allows us to deal with the modeling of systems by building a linguistic model which is clearly interpretable by human beings. However, since the accuracy and the interpretability of the obtained model are contradictory properties, the necessity of improving the accuracy of the linguistic model arises when complex systems are modeled. To solve this problem, one of the research lines in recent years has led to the objective of giving more accuracy to linguistic fuzzy modeling without losing the interpretability to a high level. In this paper, a new postprocessing approach is proposed to perform an evolutionary lateral tuning of membership functions, with the main aim of obtaining linguistic models with higher levels of accuracy while maintaining good interpretability. To do so, we consider a new rule representation scheme base on the linguistic 2-tuples representation model which allows the lateral variation of the involved labels. Furthermore, the cooperation of the lateral tuning together with fuzzy rule reduction mechanisms is studied in this paper, presenting results on different real applications. The obtained results show the good performance of the proposed approach in high-dimensional problems and its ability to cooperate with methods to remove unnecessary rules.