C4.5: programs for machine learning
C4.5: programs for machine learning
Construction of fuzzy classification systems with rectangular fuzzy rules using genetic algorithms
Fuzzy Sets and Systems - Special issue on fuzzy methods for computer vision and pattern recognition
General and Efficient Multisplitting of Numerical Attributes
Machine Learning
Three objective genetics-based machine learning for linguisitc rule extraction
Information Sciences: an International Journal - Recent advances in genetic fuzzy systems
Multi-Objective Optimization Using Evolutionary Algorithms
Multi-Objective Optimization Using Evolutionary Algorithms
Accuracy Improvements in Linguistic Fuzzy Modeling
Accuracy Improvements in Linguistic Fuzzy Modeling
Classification and Modeling with Linguistic Information Granules: Advanced Approaches to Linguistic Data Mining (Advanced Information Processing)
GECCO '05 Proceedings of the 7th annual conference on Genetic and evolutionary computation
Multiobjective Evolutionary Algorithms: Analyzing the State-of-the-Art
Evolutionary Computation
Evolutionary Algorithms for Solving Multi-Objective Problems (Genetic and Evolutionary Computation)
Evolutionary Algorithms for Solving Multi-Objective Problems (Genetic and Evolutionary Computation)
Improved use of continuous attributes in C4.5
Journal of Artificial Intelligence Research
A proposal on reasoning methods in fuzzy rule-based classification systems
International Journal of Approximate Reasoning
Multi-objective genetic algorithms to create ensemble of classifiers
EMO'05 Proceedings of the Third international conference on Evolutionary Multi-Criterion Optimization
Agent-based evolutionary approach for interpretable rule-based knowledge extraction
IEEE Transactions on Systems, Man, and Cybernetics, Part C: Applications and Reviews
A fast and elitist multiobjective genetic algorithm: NSGA-II
IEEE Transactions on Evolutionary Computation
IEEE Transactions on Systems, Man, and Cybernetics, Part B: Cybernetics
On generating FC3 fuzzy rule systems from data usingevolution strategies
IEEE Transactions on Systems, Man, and Cybernetics, Part B: Cybernetics
Hybridization of fuzzy GBML approaches for pattern classification problems
IEEE Transactions on Systems, Man, and Cybernetics, Part B: Cybernetics
Fuzzy modeling of high-dimensional systems: complexity reduction and interpretability improvement
IEEE Transactions on Fuzzy Systems
GA-fuzzy modeling and classification: complexity and performance
IEEE Transactions on Fuzzy Systems
Effect of rule weights in fuzzy rule-based classification systems
IEEE Transactions on Fuzzy Systems
Rule Weight Specification in Fuzzy Rule-Based Classification Systems
IEEE Transactions on Fuzzy Systems
Selecting fuzzy if-then rules for classification problems using genetic algorithms
IEEE Transactions on Fuzzy Systems
Weighting fuzzy classification rules using receiver operating characteristics (ROC) analysis
Information Sciences: an International Journal
Data mining with a simulated annealing based fuzzy classification system
Pattern Recognition
Data mining with a simulated annealing based fuzzy classification system
Pattern Recognition
Fuzzy classifier identification using decision tree and multiobjective evolutionary algorithms
International Journal of Approximate Reasoning
Evolutionary multiobjective optimization for the design of fuzzy rule-based ensemble classifiers
International Journal of Hybrid Intelligent Systems - Hybrid Intelligent systems in Ensembles
Supervised and Reinforcement Evolutionary Learning for Wavelet-based Neuro-fuzzy Networks
Journal of Intelligent and Robotic Systems
HAIS '08 Proceedings of the 3rd international workshop on Hybrid Artificial Intelligence Systems
Developing a bioaerosol detector using hybrid genetic fuzzy systems
Engineering Applications of Artificial Intelligence
Evolutionary multiobjective optimization and multiobjective fuzzy system design
CSTST '08 Proceedings of the 5th international conference on Soft computing as transdisciplinary science and technology
Learning Classifier Systems: Looking Back and Glimpsing Ahead
Learning Classifier Systems
International Journal of Knowledge-based and Intelligent Engineering Systems
Evolutionary multiobjective fuzzy system design
Proceedings of the 3rd International Conference on Bio-Inspired Models of Network, Information and Computing Sytems
International Journal of Approximate Reasoning
International Journal of Approximate Reasoning
A hybrid coevolutionary algorithm for designing fuzzy classifiers
Information Sciences: an International Journal
A new probabilistic fuzzy model: Fuzzification--Maximization (FM) approach
International Journal of Approximate Reasoning
International Journal of Approximate Reasoning
A Three-Objective Evolutionary Approach to Generate Mamdani Fuzzy Rule-Based Systems
HAIS '09 Proceedings of the 4th International Conference on Hybrid Artificial Intelligence Systems
Granular Computing and Rough Sets to Generate Fuzzy Rules
ICIAR '09 Proceedings of the 6th International Conference on Image Analysis and Recognition
Interpretable and reconfigurable clustering of document datasets by deriving word-based rules
Proceedings of the 18th ACM conference on Information and knowledge management
Data-driven fuzzy modeling for Takagi-Sugeno-Kang fuzzy system
Information Sciences: an International Journal
Looking for a good fuzzy system interpretability index: An experimental approach
International Journal of Approximate Reasoning
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 Framework for Designing a Fuzzy Rule-Based Classifier
ADT '09 Proceedings of the 1st International Conference on Algorithmic Decision Theory
Information Sciences: an International Journal
IEEE Transactions on Fuzzy Systems
Application notes: MEBRA: multiobjective evolutionary-based risk assessment
IEEE Computational Intelligence Magazine
A dynamically constrained multiobjective genetic fuzzy system for regression problems
IEEE Transactions on Fuzzy Systems
Cooperative fuzzy rulebase construction based on a novel fuzzy decision tree
IIT'09 Proceedings of the 6th international conference on Innovations in information technology
IEEE Transactions on Fuzzy Systems - Special section on computing with words
On reducing computational overhead in multi-objective genetic Takagi-Sugeno fuzzy systems
Applied Soft Computing
Two ensemble classifiers constructed from GEP-induced expression trees
KES-AMSTA'10 Proceedings of the 4th KES international conference on Agent and multi-agent systems: technologies and applications, Part II
Mining fuzzy rules using an Artificial Immune System with fuzzy partition learning
Applied Soft Computing
Interpretability assessment of fuzzy knowledge bases: A cointension based approach
International Journal of Approximate Reasoning
IEA/AIE'10 Proceedings of the 23rd international conference on Industrial engineering and other applications of applied intelligent systems - Volume Part II
Parallel distributed implementation of genetics-based machine learning for fuzzy classifier design
SEAL'10 Proceedings of the 8th international conference on Simulated evolution and learning
Cellular GEP-induced classifiers
ICCCI'10 Proceedings of the Second international conference on Computational collective intelligence: technologies and applications - Volume PartI
Learning fuzzy rules for similarity assessment in case-based reasoning
Expert Systems with Applications: An International Journal
International Journal of Approximate Reasoning
Proceedings of the 13th annual conference companion on Genetic and evolutionary computation
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
Identification of transparent, compact, accurate and reliable linguistic fuzzy models
Information Sciences: an International Journal
Interpretability of linguistic fuzzy rule-based systems: An overview of interpretability measures
Information Sciences: an International Journal
Editorial: Special issue on interpretable fuzzy systems
Information Sciences: an International Journal
Design of fuzzy rule-based classifiers with semantic cointension
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
Design of fuzzy radial basis function-based polynomial neural networks
Fuzzy Sets and Systems
Cellular gene expression programming classifier learning
Transactions on computational collective intelligence V
Integration of intelligent information technologies ensembles for modeling and classification
HAIS'12 Proceedings of the 7th international conference on Hybrid Artificial Intelligent Systems - Volume Part I
A genetic reduction of feature space in the design of fuzzy models
Applied Soft Computing
Granular fuzzy models: a study in knowledge management in fuzzy modeling
International Journal of Approximate Reasoning
Fuzzy machine learning and data mininga
Wiley Interdisciplinary Reviews: Data Mining and Knowledge Discovery
A hybrid fuzzy rule-based multi-criteria framework for sustainable project portfolio selection
Information Sciences: an International Journal
A genetic design of linguistic terms for fuzzy rule based classifiers
International Journal of Approximate Reasoning
Ensemble fuzzy rule-based classifier design by parallel distributed fuzzy GBML algorithms
SEAL'12 Proceedings of the 9th international conference on Simulated Evolution and Learning
Fuzzy rule-based similarity model enables learning from small case bases
Applied Soft Computing
Adaptability, interpretability and rule weights in fuzzy rule-based systems
Information Sciences: an International Journal
A fuzzy system index to preserve interpretability in deep tuning of fuzzy rule based classifiers
Journal of Intelligent & Fuzzy Systems: Applications in Engineering and Technology
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This paper examines the interpretability-accuracy tradeoff in fuzzy rule-based classifiers using a multiobjective fuzzy genetics-based machine learning (GBML) algorithm. Our GBML algorithm is a hybrid version of Michigan and Pittsburgh approaches, which is implemented in the framework of evolutionary multiobjective optimization (EMO). Each fuzzy rule is represented by its antecedent fuzzy sets as an integer string of fixed length. Each fuzzy rule-based classifier, which is a set of fuzzy rules, is represented as a concatenated integer string of variable length. Our GBML algorithm simultaneously maximizes the accuracy of rule sets and minimizes their complexity. The accuracy is measured by the number of correctly classified training patterns while the complexity is measured by the number of fuzzy rules and/or the total number of antecedent conditions of fuzzy rules. We examine the interpretability-accuracy tradeoff for training patterns through computational experiments on some benchmark data sets. A clear tradeoff structure is visualized for each data set. We also examine the interpretability-accuracy tradeoff for test patterns. Due to the overfitting to training patterns, a clear tradeoff structure is not always obtained in computational experiments for test patterns.