Fuzzy measure analysis of public attitude towards the use of nuclear energy
Fuzzy Sets and Systems
On ordered weighted averaging aggregation operators in multicriteria decisionmaking
IEEE Transactions on Systems, Man and Cybernetics
International Journal of Man-Machine Studies - Special Issue: Knowledge Acquisition for Knowledge-based Systems. Part 5
Adaptive pattern recognition and neural networks
Adaptive pattern recognition and neural networks
Computer systems that learn: classification and prediction methods from statistics, neural nets, machine learning, and expert systems
Introduction to the theory of neural computation
Introduction to the theory of neural computation
C4.5: programs for machine learning
C4.5: programs for machine learning
Fuzzy integral in multicriteria decision making
Fuzzy Sets and Systems - Special issue on fuzzy information processing
Identification of &lgr;-fuzzy measure by genetic algorithms
Fuzzy Sets and Systems
Fuzzy set theory—and its applications (3rd ed.)
Fuzzy set theory—and its applications (3rd ed.)
A genetic algorithm for optimizing Takagi-Sugeno fuzzy rule bases
Fuzzy Sets and Systems
General and Efficient Multisplitting of Numerical Attributes
Machine Learning
A Handwritten Numeral Character Classification Using Tolerant Rough Set
IEEE Transactions on Pattern Analysis and Machine Intelligence
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
Reducing Communication for Distributed Learning in Neural Networks
ICANN '02 Proceedings of the International Conference on Artificial Neural Networks
Information Sciences: an International Journal - Special issue: Evolutionary computation
Hierarchical MADM with fuzzy integral for evaluating enterprise intranet web sites
Information Sciences—Informatics and Computer Science: An International Journal
Fuzzy random programming with equilibrium chance constraints
Information Sciences—Informatics and Computer Science: An International Journal
On the use of the Choquet integral with fuzzy numbers in multiple criteria decision support
Fuzzy Sets and Systems
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
Fuzzy Classifier Design
Use of fuzzy-logic-inspired features to improve bacterialrecognition through classifier fusion
IEEE Transactions on Systems, Man, and Cybernetics, Part B: Cybernetics
IEEE Transactions on Systems, Man, and Cybernetics, Part B: Cybernetics
Class decomposition for GA-based classifier agents - a Pitt approach
IEEE Transactions on Systems, Man, and Cybernetics, Part B: Cybernetics
Multiple network fusion using fuzzy logic
IEEE Transactions on Neural Networks
A high performance edge detector based on fuzzy inference rules
Information Sciences: an International Journal
Designing of classifiers based on immune principles and fuzzy rules
Information Sciences: an International Journal
Kernel class-wise locality preserving projection
Information Sciences: an International Journal
Numerical solution of a system of fuzzy polynomials by fuzzy neural network
Information Sciences: an International Journal
Data gravitation based classification
Information Sciences: an International Journal
Associated evolution of a support vector machine-based classifier for pedestrian detection
Information Sciences: an International Journal
Information Sciences: an International Journal
An inequality related to Minkowski type for Sugeno integrals
Information Sciences: an International Journal
Expert Systems with Applications: An International Journal
Fuzzy classification using the data envelopment analysis
Knowledge-Based Systems
Gravitation based classification
Information Sciences: an International Journal
Engineering Applications of Artificial Intelligence
On the Jensen type inequality for generalized Sugeno integral
Information Sciences: an International Journal
Applications of fuzzy integrals for predicting software fault-prone
Journal of Intelligent & Fuzzy Systems: Applications in Engineering and Technology
| Hi-index | 0.07 |
The single-layer perceptron with single output node is a well-known neural network for two-class classification problems. Furthermore, the sigmoid or logistic function is usually used as the activation function in the output neuron. A critical step is to compute the sum of the products of the connection weights with the corresponding inputs, which indicates the assumption of additivity among individual variables. Unfortunately, because the input variables are not always independent of each other, an assumption of additivity may not be reasonable enough. In this paper, the inner product can be replaced with an aggregation value obtained by a useful fuzzy integral by viewing each of the connection weights as a value of a @l-fuzzy measure for the corresponding variable. A genetic algorithm is then employed to obtain connection weights by maximizing the number of correctly classified training patterns and minimizing the errors between the actual and desired outputs of individual training patterns. The experimental results further demonstrate that the proposed method outperforms the traditional single-layer perceptron and performs well in comparison with other fuzzy or non-fuzzy classification methods.