Computational Intelligence Techniques for Short-Term Electric Load Forecasting
Journal of Intelligent and Robotic Systems
Mining fuzzy association rules for classification problems
Computers and Industrial Engineering
Finding fuzzy classification rules using data mining techniques
Pattern Recognition Letters
Designing an Efficient Fuzzy classifier Using an Intelligent Genetic Algorithm
COMPSAC '00 24th International Computer Software and Applications Conference
EMO '01 Proceedings of the First International Conference on Evolutionary Multi-Criterion Optimization
Multiobjective Optimization in Linguistic Rule Extraction from Numerical Data
EMO '01 Proceedings of the First International Conference on Evolutionary Multi-Criterion Optimization
Automatic generation of fuzzy rule-based models from data by genetic algorithms
Information Sciences—Informatics and Computer Science: An International Journal - Special issue on recent advances in soft computing
Learning fuzzy classification rules from labeled data
Information Sciences—Informatics and Computer Science: An International Journal - Special issue on recent advances in soft computing
Learning fuzzy rules from iterative execution of games
Fuzzy Sets and Systems - Theme: Modeling and learning
A novel method for discovering fuzzy sequential patterns using the simple fuzzy partition method
Journal of the American Society for Information Science and Technology
Supervised fuzzy clustering for the identification of fuzzy classifiers
Pattern Recognition Letters
Comparison of Heuristic Criteria for Fuzzy Rule Selection in Classification Problems
Fuzzy Optimization and Decision Making
Deriving two-stage learning sequences from knowledge in fuzzy sequential pattern mining
Information Sciences—Informatics and Computer Science: An International Journal
Evolutionary approaches to fuzzy modelling for classification
The Knowledge Engineering Review
A modified PNN algorithm with optimal PD modeling using the orthogonal least squares method
Information Sciences—Informatics and Computer Science: An International Journal
Pattern Recognition Letters
Ordered incremental training for GA-based classifiers
Pattern Recognition Letters
Design of hierarchical fuzzy model for classification problem using GAs
Computers and Industrial Engineering
Computers and Industrial Engineering - Special issue: Computational intelligence and information technology applications to industrial engineering selected papers from the 33 rd ICC&IE
International Journal of Approximate Reasoning
Decision tree search methods in fuzzy modeling and classification
International Journal of Approximate Reasoning
A weighted fuzzy classifier and its application to image processing tasks
Fuzzy Sets and Systems
Fuzzy integral-based perceptron for two-class pattern classification problems
Information Sciences: an International Journal
International Journal of Hybrid Intelligent Systems
A PSO-aided neuro-fuzzy classifier employing linguistic hedge concepts
Expert Systems with Applications: An International Journal
Intrusion detection using a fuzzy genetics-based learning algorithm
Journal of Network and Computer Applications - Special issue: Network and information security: A computational intelligence approach
Fuzzy lattice reasoning (FLR) classifier and its application for ambient ozone estimation
International Journal of Approximate Reasoning
Designing of classifiers based on immune principles and fuzzy rules
Information Sciences: an International Journal
Adaptive Fuzzy Association Rule mining for effective decision support in biomedical applications
International Journal of Data Mining and Bioinformatics
Fuzzy classifier identification using decision tree and multiobjective evolutionary algorithms
International Journal of Approximate Reasoning
A symbiotic genetic algorithm with local-and-global mapping search for reinforcement fuzzy control
Journal of Intelligent & Fuzzy Systems: Applications in Engineering and Technology
Optimization of fuzzy partitions for inductive reasoning using genetic algorithms
International Journal of Systems Science
Design of a two-stage fuzzy classification model
Expert Systems with Applications: An International Journal
SIMPLE FUZZY GRID PARTITION FOR MINING MULTIPLE-LEVEL FUZZY SEQUENTIAL PATTERNS
Cybernetics and Systems
Fuzzy rule generation for adaptive scheduling in a dynamic manufacturing environment
Applied Soft Computing
A multilayered neuro-fuzzy classifier with self-organizing properties
Fuzzy Sets and Systems
Evolving fuzzy classifiers using different model architectures
Fuzzy Sets and Systems
Fuzzy Classification with Multi-objective Evolutionary Algorithms
HAIS '08 Proceedings of the 3rd international workshop on Hybrid Artificial Intelligence Systems
Evolving Fuzzy Rules with UCS: Preliminary Results
Learning Classifier Systems
A neural network-based multi-agent classifier system
Neurocomputing
A hybrid coevolutionary algorithm for designing fuzzy classifiers
Information Sciences: an International Journal
Computers and Industrial Engineering
Improved genetic algorithm for optimal design of fuzzy classifier
International Journal of Computer Applications in Technology
International Journal of Approximate Reasoning
Performance evaluation of evolutionary algorithms in classification of biomedical datasets
Proceedings of the 11th Annual Conference Companion on Genetic and Evolutionary Computation Conference: Late Breaking Papers
A hybrid GA-based fuzzy classifying approach to urinary analysis modeling
Proceedings of the 11th Annual Conference Companion on Genetic and Evolutionary Computation Conference: Late Breaking Papers
IWINAC '09 Proceedings of the 3rd International Work-Conference on The Interplay Between Natural and Artificial Computation: Part I: Methods and Models in Artificial and Natural Computation. A Homage to Professor Mira's Scientific Legacy
An adaptive neuro-fuzzy model for prediction of student's academic performance
Computers and Industrial Engineering
Fuzzy-UCS: a Michigan-style learning fuzzy-classifier system for supervised learning
IEEE Transactions on Evolutionary Computation
Design of hierarchical fuzzy model for classification problem using GAs
Computers and Industrial Engineering
AMPSO: a new particle swarm method for nearest neighborhood classification
IEEE Transactions on Systems, Man, and Cybernetics, Part B: Cybernetics
A new method for design and reduction of neuro-fuzzy classification systems
IEEE Transactions on Neural Networks
Expert Systems with Applications: An International Journal
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
GA-TSKfnn: Parameters tuning of fuzzy neural network using genetic algorithms
Expert Systems with Applications: An International Journal
IDEAL'07 Proceedings of the 8th international conference on Intelligent data engineering and automated learning
An improved two-stage camera calibration method based on particle swarm optimization
ICIC'09 Proceedings of the Intelligent computing 5th international conference on Emerging intelligent computing technology and applications
Improved parameter tuning algorithms for fuzzy classifiers
ICONIP'08 Proceedings of the 15th international conference on Advances in neuro-information processing - Volume Part I
Data mining of gene expression data by fuzzy and hybrid fuzzy methods
IEEE Transactions on Information Technology in Biomedicine
Fuzzy rule classifier: Capability for generalization in wood color recognition
Engineering Applications of Artificial Intelligence
On reducing computational overhead in multi-objective genetic Takagi-Sugeno fuzzy systems
Applied Soft Computing
Construction of a neuron-fuzzy classification model based on feature-extraction approach
Expert Systems with Applications: An International Journal
IEEE Transactions on Fuzzy Systems
A multi-objective neuro-evolutionary algorithm to obtain interpretable fuzzy models
CAEPIA'09 Proceedings of the Current topics in artificial intelligence, and 13th conference on Spanish association for artificial intelligence
A functional neural fuzzy network for classification applications
Expert Systems with Applications: An International Journal
Evolving fuzzy rules: evaluation of a new approach
SEAL'10 Proceedings of the 8th international conference on Simulated evolution and learning
International Journal of Approximate Reasoning
Clonal selection algorithm for classification
ICARIS'11 Proceedings of the 10th international conference on Artificial immune systems
Computers and Industrial Engineering
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
FSKD'05 Proceedings of the Second international conference on Fuzzy Systems and Knowledge Discovery - Volume Part I
Multistep fuzzy classifier forming with cooperative-competitive coevolutionary algorithm
ICSI'12 Proceedings of the Third international conference on Advances in Swarm Intelligence - Volume Part I
Optimizing the modified fuzzy ant-miner for efficient medical diagnosis
Applied Intelligence
Fuzzy classifier based feature reduction for better gene selection
DaWaK'07 Proceedings of the 9th international conference on Data Warehousing and Knowledge Discovery
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
A feature construction approach for genetic iterative rule learning algorithm
Journal of Computer and System Sciences
An efficient multi-objective evolutionary fuzzy system for regression problems
International Journal of Approximate Reasoning
Fuzzy logic-based pre-classifier for tropical wood species recognition system
Machine Vision and Applications
Information Sciences: an International Journal
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We examine the performance of a fuzzy genetics-based machine learning method for multidimensional pattern classification problems with continuous attributes. In our method, each fuzzy if-then rule is handled as an individual, and a fitness value is assigned to each rule. Thus, our method can be viewed as a classifier system. In this paper, we first describe fuzzy if-then rules and fuzzy reasoning for pattern classification problems. Then we explain a genetics-based machine learning method that automatically generates fuzzy if-then rules for pattern classification problems from numerical data. Because our method uses linguistic values with fixed membership functions as antecedent fuzzy sets, a linguistic interpretation of each fuzzy if-then rule is easily obtained. The fixed membership functions also lead to a simple implementation of our method as a computer program. The simplicity of implementation and the linguistic interpretation of the generated fuzzy if-then rules are the main characteristic features of our method. The performance of our method is evaluated by computer simulations on some well-known test problems. While our method involves no tuning mechanism of membership functions, it works very well in comparison with other classification methods such as nonfuzzy machine learning techniques and neural networks