The Journal of Machine Learning Research
Comparison of Heuristic Criteria for Fuzzy Rule Selection in Classification Problems
Fuzzy Optimization and Decision Making
Influential Rule Search Scheme (IRSS)-A New Fuzzy Pattern Classifier
IEEE Transactions on Knowledge and Data Engineering
ICDM '05 Proceedings of the Fifth IEEE International Conference on Data Mining
International Journal of Approximate Reasoning
A weighted fuzzy classifier and its application to image processing tasks
Fuzzy Sets and Systems
A weighting function for improving fuzzy classification systems performance
Fuzzy Sets and Systems
International Journal of Hybrid Intelligent Systems
Weighting fuzzy classification rules using receiver operating characteristics (ROC) analysis
Information Sciences: an International Journal
A novel fuzzy classifier based on product aggregation operator
Pattern Recognition
Fuzzy classifier identification using decision tree and multiobjective evolutionary algorithms
International Journal of Approximate Reasoning
A new approach to generate weighted fuzzy rules using genetic algorithms for estimating null values
Expert Systems with Applications: An International Journal
Generating fuzzy rules from training instances for fuzzy classification systems
Expert Systems with Applications: An International Journal
WILF '07 Proceedings of the 7th international workshop on Fuzzy Logic and Applications: Applications of Fuzzy Sets Theory
Regression Modeling with Fuzzy Relations
ICAISC '08 Proceedings of the 9th international conference on Artificial Intelligence and Soft Computing
Fuzzy rule induction and artificial immune systems in female breast cancer familiarity profiling
International Journal of Hybrid Intelligent Systems - Recent Advances in Intelligent Paradigms Fusion and Their Applications
Analysis of Breast Thermograms Based on Statistical Image Features and Hybrid Fuzzy Classification
ISVC '08 Proceedings of the 4th International Symposium on Advances in Visual Computing
OWA-weighted based clustering method for classification problem
Expert Systems with Applications: An International Journal
Genetically Evolved Fuzzy Rule-Based Classifiers and Application to Automotive Classification
SEAL '08 Proceedings of the 7th International Conference on Simulated Evolution and Learning
International Journal of Approximate Reasoning
A fuzzy neural network with fuzzy impact grades
Neurocomputing
Incremental local linear fuzzy classifier in fisher space
EURASIP Journal on Advances in Signal Processing
Fuzzy-UCS: a Michigan-style learning fuzzy-classifier system for supervised learning
IEEE Transactions on Evolutionary Computation
Improving generalization of fuzzy IF-THEN rules by maximizing fuzzy entropy
IEEE Transactions on Fuzzy Systems
FR3: a fuzzy rule learner for inducing reliable classifiers
IEEE Transactions on Fuzzy Systems
A new method for design and reduction of neuro-fuzzy classification systems
IEEE Transactions on Neural Networks
EMO'03 Proceedings of the 2nd international conference on Evolutionary multi-criterion optimization
Evolutionary multiobjective optimization for generating an ensemble of fuzzy rule-based classifiers
GECCO'03 Proceedings of the 2003 international conference on Genetic and evolutionary computation: PartI
IWANN'07 Proceedings of the 9th international work conference on Artificial neural networks
Cooperative fuzzy rulebase construction based on a novel fuzzy decision tree
IIT'09 Proceedings of the 6th international conference on Innovations in information technology
Data mining of gene expression data by fuzzy and hybrid fuzzy methods
IEEE Transactions on Information Technology in Biomedicine
A maximizing-discriminability-based self-organizing fuzzy network for classification problems
IEEE Transactions on Fuzzy Systems
Information Sciences: an International Journal
Neuro-fuzzy systems with relation matrix
ICAISC'10 Proceedings of the 10th international conference on Artificial intelligence and soft computing: Part I
Intelligent fabric hand prediction system with fuzzy neural network
IEEE Transactions on Systems, Man, and Cybernetics, Part C: Applications and Reviews
An information theoretic approach to generating fuzzy hypercubes for if-then classifiers
Journal of Intelligent & Fuzzy Systems: Applications in Engineering and Technology
A probabilistic fuzzy approach to modeling nonlinear systems
Neurocomputing
Intelligent data analysis and model interpretation with spectral analysis fuzzy symbolic modeling
International Journal of Approximate Reasoning
International Journal of Approximate Reasoning
Further exploration of the fuzzy dendritic cell method
ICARIS'11 Proceedings of the 10th international conference on Artificial immune systems
Rule weights in a neuro-fuzzy system with a hierarchical domain partition
International Journal of Applied Mathematics and Computer Science
Expert Systems with Applications: An International Journal
Segmentation of nerve fibers using multi-level gradient watershed and fuzzy systems
Artificial Intelligence in Medicine
Boosting ensemble of relational neuro-fuzzy systems
ICAISC'06 Proceedings of the 8th international conference on Artificial Intelligence and Soft Computing
On employing fuzzy modeling algorithms for the valuation of residential premises
Information Sciences: an International Journal
An interval type-2 fuzzy logic system for the modeling and prediction of financial applications
AIS'12 Proceedings of the Third international conference on Autonomous and Intelligent Systems
A genetic design of linguistic terms for fuzzy rule based classifiers
International Journal of Approximate Reasoning
Extraction of fuzzy rules from fuzzy decision trees: An axiomatic fuzzy sets (AFS) approach
Data & Knowledge Engineering
A quantifier-based fuzzy classification system for breast cancer patients
Artificial Intelligence in Medicine
Adaptability, interpretability and rule weights in fuzzy rule-based systems
Information Sciences: an International Journal
A single-objective genetic-fuzzy approach for multi-objective fuzzy problems
Journal of Intelligent & Fuzzy Systems: Applications in Engineering and Technology
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This paper examines the effect of rule weights in fuzzy rule-based classification systems. Each fuzzy IF-THEN rule in our classification system has antecedent linguistic values and a single consequent class. We use a fuzzy reasoning method based on a single winner rule in the classification phase. The winner rule for a new pattern is the fuzzy IF-THEN rule that has the maximum compatibility grade with the new pattern. When we use fuzzy IF-THEN rules with certainty grades, the winner is determined as the rule with the maximum product of the compatibility grade and the certainty grade. In this paper, the effect of rule weights is illustrated by drawing classification boundaries using fuzzy IF-THEN rules with/without certainty grades. It is also shown that certainty grades play an important role when a fuzzy rule-based classification system is a mixture of general rules and specific rules. Through computer simulations, we show that comprehensible fuzzy rule-based systems with high classification performance can be designed without modifying the membership functions of antecedent linguistic values when we use fuzzy IF-THEN rules with certainty grades