Learning fuzzy knowledge from training examples
Proceedings of the seventh international conference on Information and knowledge management
Extracting Rules from Composite Neural Networks for MedicalDiagnostic Problems
Neural Processing Letters
Current-Mode Fuzzy Linguistic Hedge Circuits
Analog Integrated Circuits and Signal Processing
NEFCLASS-X — a Soft Computing Tool to Build Readable Fuzzy Classifiers
BT Technology Journal
A Two-Layer Robot Controller Design Using Evolutionary Algorithms
Journal of Intelligent and Robotic Systems
Designing an Efficient Fuzzy classifier Using an Intelligent Genetic Algorithm
COMPSAC '00 24th International Computer Software and Applications Conference
Neural Network Based Classifers for a Vast Amount of Data
PAKDD '99 Proceedings of the Third Pacific-Asia Conference on Methodologies for Knowledge Discovery and Data Mining
Learning and Rewriting in Fuzzy Rule Graphs
AGTIVE '99 Proceedings of the International Workshop on Applications of Graph Transformations with Industrial Relevance
Interclass Fuzzy Rule Generation for Road Scene Recognition from Colour Images
CAIP '01 Proceedings of the 9th International Conference on Computer Analysis of Images and Patterns
Intelligent data analysis
Rule acquisition and adjustment based on set-valued mapping
Information Sciences—Informatics and Computer Science: An International Journal
Influential Rule Search Scheme (IRSS)-A New Fuzzy Pattern Classifier
IEEE Transactions on Knowledge and Data Engineering
Pattern Recognition Letters
A weighting function for improving fuzzy classification systems performance
Fuzzy Sets and Systems
Weighting fuzzy classification rules using receiver operating characteristics (ROC) analysis
Information Sciences: 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
Determining appropriate membership functions to simplify fuzzy induction
Intelligent Data Analysis
A novel fuzzy classifier based on product aggregation operator
Pattern Recognition
A parallel genetic local search algorithm for intrusion detection in computer networks
Engineering Applications of Artificial Intelligence
A proposed method for learning rule weights in fuzzy rule-based classification systems
Fuzzy Sets and Systems
Data mining with a simulated annealing based fuzzy classification system
Pattern Recognition
Data mining with a simulated annealing based fuzzy classification system
Pattern Recognition
Evolving fuzzy classifiers using different model architectures
Fuzzy Sets and Systems
Improved genetic algorithm for optimal design of fuzzy classifier
International Journal of Computer Applications in Technology
Improving generalization of fuzzy IF-THEN rules by maximizing fuzzy entropy
IEEE Transactions on Fuzzy Systems
Fuzzy associative conjuncted maps network
IEEE Transactions on Neural Networks
A weight-featured and data-distribution-based fuzzy pattern classification approach
Control and Intelligent Systems
A fuzzy expert system for business management
Expert Systems with Applications: An International Journal
Designing simulated annealing and subtractive clustering based fuzzy classifier
Applied Soft Computing
Design and analysis of genetic fuzzy systems for intrusion detection in computer networks
Expert Systems with Applications: An International Journal
Discord region based analysis to improve data utility of privately published time series
ADMA'10 Proceedings of the 6th international conference on Advanced data mining and applications: Part I
Vehicles license plate recognition based on line scanning of digital image
SIP'06 Proceedings of the 5th WSEAS international conference on Signal processing
Mapping multi-spectral remote sensing images using rule extraction approach
Expert Systems with Applications: An International Journal
Optimization of fuzzy rules: integrated approach for classification problems
ICCSA'06 Proceedings of the 2006 international conference on Computational Science and Its Applications - Volume Part V
Exploring hierarchical rule systems in parallel coordinates
IDA'05 Proceedings of the 6th international conference on Advances in Intelligent Data Analysis
A general fuzzy min max neural network with compensatory neuron architecture
KES'05 Proceedings of the 9th international conference on Knowledge-Based Intelligent Information and Engineering Systems - Volume Part III
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
ISNN'12 Proceedings of the 9th international conference on Advances in Neural Networks - Volume Part II
Fuzzy classifier based feature reduction for better gene selection
DaWaK'07 Proceedings of the 9th international conference on Data Warehousing and Knowledge Discovery
Information Sciences: an International Journal
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
Fuzzy classifier based on fuzzy support vector machine
Journal of Intelligent & Fuzzy Systems: Applications in Engineering and Technology
Hi-index | 0.01 |
In this paper, we discuss a new method for extracting fuzzy rules directly from numerical input-output data for pattern classification. Fuzzy rules with variable fuzzy regions are defined by activation hyperboxes which show the existence region of data for a class and inhibition hyperboxes which inhibit the existence of data for that class. These rules are extracted from numerical data by recursively resolving overlaps between two classes. Then, optimal input variables for the rules are determined using the number of extracted rules as a criterion. The method is compared with neural networks using the Fisher iris data and a license plate recognition system for various examples