Combining the results of several neural network classifiers
Neural Networks
Democracy in neural nets: voting schemes for classification
Neural Networks
Fuzzy integral in multicriteria decision making
Fuzzy Sets and Systems - Special issue on fuzzy information processing
Induction of fuzzy decision trees
Fuzzy Sets and Systems
Fuzzy Sets and Systems - Special issue on fuzzy optimization
The representation of importance and interaction of features by fuzzy measures
Pattern Recognition Letters - Special issue on fuzzy set technology in pattern recognition
Optimal linear combinations of neural networks
Neural Networks
FILM: a fuzzy inductive learning method for automated knowledge acquisition
Decision Support Systems - Special issue: expertise and modeling expert decision making
A comparative study of fuzzy sets and rough sets
Information Sciences: an International Journal
On the optimization of fuzzy decision trees
Fuzzy Sets and Systems
Rough-Fuzzy Hybridization: A New Trend in Decision Making
Rough-Fuzzy Hybridization: A New Trend in Decision Making
Machine Learning
Rough set methods in feature selection and recognition
Pattern Recognition Letters - Special issue: Rough sets, pattern recognition and data mining
On fuzzy-rough sets approach to feature selection
Pattern Recognition Letters
Decision tree learning with fuzzy labels
Information Sciences—Informatics and Computer Science: An International Journal
Fuzzy rough sets hybrid scheme for breast cancer detection
Image and Vision Computing
A novel approach to fuzzy rough sets based on a fuzzy covering
Information Sciences: an International Journal
Learning fuzzy rules from fuzzy samples based on rough set technique
Information Sciences: an International Journal
Genetic algorithms for determining fuzzy measures from data
Journal of Intelligent & Fuzzy Systems: Applications in Engineering and Technology
Fuzzy-rough data reduction with ant colony optimization
Fuzzy Sets and Systems
So near and yet so far: New insight into properties of some well-known classifier paradigms
Information Sciences: an International Journal
Fuzzy transforms for compression and decompression of color videos
Information Sciences: an International Journal
A gradient-descent-based approach for transparent linguistic interface generation in fuzzy models
IEEE Transactions on Systems, Man, and Cybernetics, Part B: Cybernetics
Implementation of a scalable decision forest model based on information theory
Expert Systems with Applications: An International Journal
Information Sciences: an International Journal
Positive approximation and converse approximation in interval-valued fuzzy rough sets
Information Sciences: an International Journal
New results on H∞ filtering for fuzzy systems with interval time-varying delays
Information Sciences: an International Journal
Dynamic time warping constraint learning for large margin nearest neighbor classification
Information Sciences: an International Journal
Information Sciences: an International Journal
Prediction and query evaluation using linguistic decision trees
Applied Soft Computing
Rule extraction based on granulation order in interval-valued fuzzy information system
Expert Systems with Applications: An International Journal
A method for stochastic multiple criteria decision making based on dominance degrees
Information Sciences: an International Journal
Particle swarm optimization for determining fuzzy measures from data
Information Sciences: an International Journal
On the properties of concept classes induced by multivalued Bayesian networks
Information Sciences: an International Journal
Information Sciences: an International Journal
A diversity-driven structure learning algorithm for building hierarchical neuro-fuzzy classifiers
Information Sciences: an International Journal
Information Sciences: an International Journal
Eigenclassifiers for combining correlated classifiers
Information Sciences: an International Journal
Multi-view learning via probabilistic latent semantic analysis
Information Sciences: an International Journal
Cross-entropy measure of uncertain variables
Information Sciences: an International Journal
Data envelopment analysis classification machine
Information Sciences: an International Journal
Test-cost-sensitive attribute reduction
Information Sciences: an International Journal
A parsimony fuzzy rule-based classifier using axiomatic fuzzy set theory and support vector machines
Information Sciences: an International Journal
Model selection in omnivariate decision trees using Structural Risk Minimization
Information Sciences: an International Journal
An efficient method for learning nonlinear ranking SVM functions
Information Sciences: an International Journal
Attribute reduction of data with error ranges and test costs
Information Sciences: an International Journal
Derivation of an amplitude of information in the setting of a new family of fractional entropies
Information Sciences: an International Journal
Generation of a probabilistic fuzzy rule base by learning from examples
Information Sciences: an International Journal
Dynamic fusion method using Localized Generalization Error Model
Information Sciences: an International Journal
Cascaded classification of high resolution remote sensing images using multiple contexts
Information Sciences: an International Journal
A twin-hypersphere support vector machine classifier and the fast learning algorithm
Information Sciences: an International Journal
Probabilistic support vector machines for classification of noise affected data
Information Sciences: an International Journal
Multi-label ensemble based on variable pairwise constraint projection
Information Sciences: an International Journal
Intuitionistic fuzzy-valued Choquet integral and its application in multicriteria decision making
Information Sciences: an International Journal
Extraction of fuzzy rules from fuzzy decision trees: An axiomatic fuzzy sets (AFS) approach
Data & Knowledge Engineering
Decision trees: a recent overview
Artificial Intelligence Review
Information Sciences: an International Journal
Image denoising using SVM classification in nonsubsampled contourlet transform domain
Information Sciences: an International Journal
Information Sciences: an International Journal
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The integration of fuzzy sets and rough sets can lead to a hybrid soft-computing technique which has been applied successfully to many fields such as machine learning, pattern recognition and image processing. The key to this soft-computing technique is how to set up and make use of the fuzzy attribute reduct in fuzzy rough set theory. Given a fuzzy information system, we may find many fuzzy attribute reducts and each of them can have different contributions to decision-making. If only one of the fuzzy attribute reducts, which may be the most important one, is selected to induce decision rules, some useful information hidden in the other reducts for the decision-making will be losing unavoidably. To sufficiently make use of the information provided by every individual fuzzy attribute reduct in a fuzzy information system, this paper presents a novel induction of multiple fuzzy decision trees based on rough set technique. The induction consists of three stages. First several fuzzy attribute reducts are found by a similarity based approach, and then a fuzzy decision tree for each fuzzy attribute reduct is generated according to the fuzzy ID3 algorithm. The fuzzy integral is finally considered as a fusion tool to integrate the generated decision trees, which combines together all outputs of the multiple fuzzy decision trees and forms the final decision result. An illustration is given to show the proposed fusion scheme. A numerical experiment on real data indicates that the proposed multiple tree induction is superior to the single tree induction based on the individual reduct or on the entire feature set for learning problems with many attributes.