International Journal of Man-Machine Studies - Special Issue: Knowledge Acquisition for Knowledge-based Systems. Part 5
Computer systems that learn: classification and prediction methods from statistics, neural nets, machine learning, and expert systems
Digital neural networks
Some quantities represented by the Choquet integral
Fuzzy Sets and Systems
Real-valued genetic algorithms for fuzzy grey prediction system
Fuzzy Sets and Systems
A genetic algorithm for optimizing Takagi-Sugeno fuzzy rule bases
Fuzzy Sets and Systems
Choquet integral and fuzzy measures on locally compact space
Fuzzy Sets and Systems
A genetic algorithm for determining nonadditive set functions in information fusion
Fuzzy Sets and Systems - Special issue on fuzzy measures and integrals
Genetic Algorithms in Search, Optimization and Machine Learning
Genetic Algorithms in Search, Optimization and Machine Learning
Three objective genetics-based machine learning for linguisitc rule extraction
Information Sciences: an International Journal - Recent advances in genetic fuzzy systems
Neural Network Training Using Genetic Algorithms
Neural Network Training Using Genetic Algorithms
Automatic Generation of Neural Network Architecture Using Evolutionary Computation
Automatic Generation of Neural Network Architecture Using Evolutionary Computation
Genetic Algorithms: Concepts and Designs with Disk
Genetic Algorithms: Concepts and Designs with Disk
Fuzzy Measure Theory
Introduction to the Theory of Neural Computation
Introduction to the Theory of Neural Computation
Hierarchical MADM with fuzzy integral for evaluating enterprise intranet web sites
Information Sciences—Informatics and Computer Science: An International Journal
Genetic algorithms for determining fuzzy measures from data
Journal of Intelligent & Fuzzy Systems: Applications in Engineering and Technology
Applying fuzzy measures and nonlinear integrals in data mining
Fuzzy Sets and Systems
The evaluation of service quality using generalized Choquet integral
Information Sciences: an International Journal
Identification of general fuzzy measures by genetic algorithmsbased on partial information
IEEE Transactions on Systems, Man, and Cybernetics, Part B: Cybernetics
Face recognition using fuzzy Integral and wavelet decomposition method
IEEE Transactions on Systems, Man, and Cybernetics, Part B: Cybernetics
Choquet fuzzy integral-based hierarchical networks for decision analysis
IEEE Transactions on Fuzzy Systems
A novel fuzzy logic system based on N-version programming
IEEE Transactions on Fuzzy Systems
Decision-based neural networks with signal/image classification applications
IEEE Transactions on Neural Networks
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Since the output of a single-layer perceptron can be interpreted as the synthetic evaluation of the relationship between the input pattern and one class for two-class pattern classification problems, this paper proposes a novel perceptron with nonadditive property, named the grey single-layer perceptron, by measuring the grades of relationship between an input pattern and this class for individual attributes with the grey relational analysis. A nonlinear integral, namely the Choquet integral, with respect to the fuzzy measure serves as an activation function of a neuron to synthesize the performance values owing to the interaction among attributes. Moreover, the connection weights are interpreted as the degrees of importance of the respective input signals and can be determined by the genetic algorithm-based learning algorithm. The experimental results further demonstrate that the generalization ability of the proposed grey single-layer perceptron is better than or comparable to that of other fuzzy or non-fuzzy classification methods.