Fuzzy model-based predictive control using an ARX structure with feedforward
Fuzzy Sets and Systems - Fuzzy control
On Interpretability of Fuzzy Models
AFSS '02 Proceedings of the 2002 AFSS International Conference on Fuzzy Systems. Calcutta: Advances in Soft Computing
Multiobjective Optimization in Linguistic Rule Extraction from Numerical Data
EMO '01 Proceedings of the First International Conference on Evolutionary Multi-Criterion Optimization
Learning fuzzy classification rules from labeled data
Information Sciences—Informatics and Computer Science: An International Journal - Special issue on recent advances in soft computing
A GA-based fuzzy modeling approach for generating TSK models
Fuzzy Sets and Systems - Modeling and control
Evolving two-dimensional fuzzy systems
Fuzzy Sets and Systems - Theme: Learning and modeling
Evolutionary learning of fuzzy neural network using a modified genetic algorithm
Design and application of hybrid intelligent systems
Time-series prediction using adaptive neuro-fuzzy networks
International Journal of Systems Science
A modified PNN algorithm with optimal PD modeling using the orthogonal least squares method
Information Sciences—Informatics and Computer Science: An International Journal
Ordered incremental training for GA-based classifiers
Pattern Recognition Letters
International Journal of Approximate Reasoning
Decision tree search methods in fuzzy modeling and classification
International Journal of Approximate Reasoning
A weighting function for improving fuzzy classification systems performance
Fuzzy Sets and Systems
A PSO-aided neuro-fuzzy classifier employing linguistic hedge concepts
Expert Systems with Applications: An International Journal
Evolving structure and parameters of fuzzy models with interpretable membership functions
Journal of Intelligent & Fuzzy Systems: Applications in Engineering and Technology
Fuzzy classifier design using genetic algorithms
Pattern Recognition
Eliciting transparent fuzzy model using differential evolution
Applied Soft Computing
Designing of classifiers based on immune principles and fuzzy rules
Information Sciences: an International Journal
Fuzzy classifier identification using decision tree and multiobjective evolutionary algorithms
International Journal of Approximate Reasoning
Fuzzy knowledge-based and model-based systems
Journal of Intelligent & Fuzzy Systems: Applications in Engineering and Technology
Design of a two-stage fuzzy classification model
Expert Systems with Applications: An International Journal
A multilayered neuro-fuzzy classifier with self-organizing properties
Fuzzy Sets and Systems
Evolving fuzzy classifiers using different model architectures
Fuzzy Sets and Systems
Towards Automatic Camera Calibration Under Changing Lighting Conditions Through Fuzzy Rules
IWINAC '07 Proceedings of the 2nd international work-conference on Nature Inspired Problem-Solving Methods in Knowledge Engineering: Interplay Between Natural and Artificial Computation, Part II
Fuzzy Classifier with Probabilistic IF-THEN Rules
IFSA '07 Proceedings of the 12th international Fuzzy Systems Association world congress on Foundations of Fuzzy Logic and Soft Computing
Developing a bioaerosol detector using hybrid genetic fuzzy systems
Engineering Applications of Artificial Intelligence
GA-based PID active queue management control design for a class of TCP communication networks
Expert Systems with Applications: An International Journal
Expert Systems with Applications: An International Journal
An improved approach to find membership functions and multiple minimum supports in fuzzy data mining
Expert Systems with Applications: An International Journal
Improved genetic algorithm for optimal design of fuzzy classifier
International Journal of Computer Applications in Technology
An ACS-based framework for fuzzy data mining
Expert Systems with Applications: An International Journal
Improving fuzzy logic controllers obtained by experts: a case study in HVAC systems
Applied Intelligence
An interpretable fuzzy rule-based classification methodology for medical diagnosis
Artificial Intelligence in Medicine
Data-driven fuzzy modeling for Takagi-Sugeno-Kang fuzzy system
Information Sciences: an International Journal
Fuzzy qualitative trigonometry
International Journal of Approximate Reasoning
Improving generalization of fuzzy IF-THEN rules by maximizing fuzzy entropy
IEEE Transactions on Fuzzy Systems
A new method for design and reduction of neuro-fuzzy classification systems
IEEE Transactions on Neural Networks
Two cooperative ant colonies for feature selection using fuzzy models
Expert Systems with Applications: An International Journal
A class decomposition approach for GA-based classifiers
Engineering Applications of Artificial Intelligence
Design of adaptive fuzzy model for classification problem
Engineering Applications of Artificial Intelligence
Perspectives of fuzzy systems and control
Fuzzy Sets and Systems
International Journal of Applied Mathematics and Computer Science
IFSA'03 Proceedings of the 10th international fuzzy systems association World Congress conference on Fuzzy sets and systems
Economic turning point forecasting using neural network with weighted fuzzy membership functions
IEA/AIE'07 Proceedings of the 20th international conference on Industrial, engineering, and other applications of applied intelligent systems
Intelligent OS process scheduling using fuzzy inference with user models
IEA/AIE'07 Proceedings of the 20th international conference on Industrial, engineering, and other applications of applied intelligent systems
IDEAL'07 Proceedings of the 8th international conference on Intelligent data engineering and automated learning
Restoration of double-sided ancient music documents with bleed-through
CIARP'07 Proceedings of the Congress on pattern recognition 12th Iberoamerican conference on Progress in pattern recognition, image analysis and applications
KOSPI time series analysis using neural network with weighted fuzzy membership functions
KES-AMSTA'08 Proceedings of the 2nd KES International conference on Agent and multi-agent systems: technologies and applications
International Journal of Bio-Inspired Computation
Construction of a neuron-fuzzy classification model based on feature-extraction approach
Expert Systems with Applications: An International Journal
IEEE Transactions on Fuzzy Systems
Automatic modeling of fuzzy systems using particle swarm optimization
ICAISC'10 Proceedings of the 10th international conference on Artificial intelligence and soft computing: Part I
A functional neural fuzzy network for classification applications
Expert Systems with Applications: An International Journal
Expert Systems with Applications: An International Journal
Fuzzy model tuning using simulated annealing
Expert Systems with Applications: An International Journal
Expert Systems with Applications: An International Journal
Automatic adaptive modeling of fuzzy systems using particle swarm optimization
Transactions on computational science VIII
Automatic adaptive modeling of fuzzy systems using particle swarm optimization
Transactions on computational science VIII
ISNN'11 Proceedings of the 8th international conference on Advances in neural networks - Volume Part III
ISNN'11 Proceedings of the 8th international conference on Advances in neural networks - Volume Part III
A diversity-driven structure learning algorithm for building hierarchical neuro-fuzzy classifiers
Information Sciences: an International Journal
Identification of t–s fuzzy classifier via linear matrix inequalities
AI'05 Proceedings of the 18th Australian Joint conference on Advances in Artificial Intelligence
Ant based fuzzy modeling applied to marble classification
ICIAR'06 Proceedings of the Third international conference on Image Analysis and Recognition - Volume Part II
FSKD'05 Proceedings of the Second international conference on Fuzzy Systems and Knowledge Discovery - Volume Part II
Design of t–s fuzzy classifier via linear matrix inequality approach
FSKD'05 Proceedings of the Second international conference on Fuzzy Systems and Knowledge Discovery - Volume Part I
Design of fuzzy rule-based classifier: pruning and learning
FSKD'05 Proceedings of the Second international conference on Fuzzy Systems and Knowledge Discovery - Volume Part I
Analysis of the performance of different fuzzy system controllers
MICAI'05 Proceedings of the 4th Mexican international conference on Advances in Artificial Intelligence
Design of information granulation-based fuzzy radial basis function neural networks using NSGA-II
ISNN'10 Proceedings of the 7th international conference on Advances in Neural Networks - Volume Part I
Identification of takagi-sugeno fuzzy systems based on multi-objective genetic algorithms
WILF'05 Proceedings of the 6th international conference on Fuzzy Logic and Applications
Model fusion using fuzzy aggregation: Special applications to metal properties
Applied Soft Computing
Generation of a probabilistic fuzzy rule base by learning from examples
Information Sciences: an International Journal
Recursive Learning of Genetic Algorithms with Task Decomposition and Varied Rule Set
International Journal of Applied Evolutionary Computation
An Intelligent Operator for Genetic Fuzzy Rule Based System
International Journal of Intelligent Information Technologies
A hierarchical approach to multi-class fuzzy classifiers
Expert Systems with Applications: An International Journal
An integration of fuzzy inference systems and Genetic Algorithms for Wireless Sensor Networks
International Journal of Hybrid Intelligent Systems
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The use of genetic algorithms (GAs) and other evolutionary optimization methods to design fuzzy rules for systems modeling and data classification have received much attention in recent literature. Authors have focused on various aspects of these randomized techniques, and a whole scale of algorithms have been proposed. We comment on some recent work and describe a new and efficient two-step approach that leads to good results for function approximation, dynamic systems modeling and data classification problems. First, fuzzy clustering is applied to obtain a compact initial rule-based model. Then this model is optimized by a real-coded GA subjected to constraints that maintain the semantic properties of the rules. We consider four examples from the literature: a synthetic nonlinear dynamic systems model, the iris data classification problem, the wine data classification problem, and the dynamic modeling of a diesel engine turbocharger. The obtained results are compared to other recently proposed methods