Neural-Network-Based Fuzzy Logic Control and Decision System
IEEE Transactions on Computers - Special issue on artificial neural networks
A course in fuzzy systems and control
A course in fuzzy systems and control
A new fuzzy approach to improve fashion product development
Computers in Industry
Medical data mining by fuzzy modeling with selected features
Artificial Intelligence in Medicine
Sales forecasting using extreme learning machine with applications in fashion retailing
Decision Support Systems
A new method for design and reduction of neuro-fuzzy classification systems
IEEE Transactions on Neural Networks
A feature ranking strategy to facilitate multivariate signal classification
IEEE Transactions on Systems, Man, and Cybernetics, Part C: Applications and Reviews
Generating optimal adaptive fuzzy-neural models of dynamicalsystems with applications to control
IEEE Transactions on Systems, Man, and Cybernetics, Part C: Applications and Reviews
A neuro fuzzy logic approach to material processing
IEEE Transactions on Systems, Man, and Cybernetics, Part C: Applications and Reviews
Temperature control with a neural fuzzy inference network
IEEE Transactions on Systems, Man, and Cybernetics, Part C: Applications and Reviews
IEEE Transactions on Systems, Man, and Cybernetics, Part C: Applications and Reviews
Evolutionary fuzzy neural networks for hybrid financial prediction
IEEE Transactions on Systems, Man, and Cybernetics, Part C: Applications and Reviews
Evolutionary Rough Feature Selection in Gene Expression Data
IEEE Transactions on Systems, Man, and Cybernetics, Part C: Applications and Reviews
Pareto-Based Multiobjective Machine Learning: An Overview and Case Studies
IEEE Transactions on Systems, Man, and Cybernetics, Part C: Applications and Reviews
A systematic neuro-fuzzy modeling framework with application tomaterial property prediction
IEEE Transactions on Systems, Man, and Cybernetics, Part B: Cybernetics
A Neuro-Fuzzy Inference System Through Integration of Fuzzy Logic and Extreme Learning Machines
IEEE Transactions on Systems, Man, and Cybernetics, Part B: Cybernetics
Reduction of fuzzy rule base via singular value decomposition
IEEE Transactions on Fuzzy Systems
Effect of rule weights in fuzzy rule-based classification systems
IEEE Transactions on Fuzzy Systems
GenSoFNN: a generic self-organizing fuzzy neural network
IEEE Transactions on Neural Networks
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Fabric selection is a crucial step in fashion product development. Prior research works have studied the prediction of fabric specimens based on the fabric hand descriptors via either traditional statistical methods or artificial intelligence methods. Despite showing good prediction accuracy, these methods usually lack an understandable ruleset, which means their "interpretability" is low. In this paper, a fuzzy neural network (FNN) based intelligent fabric hand prediction system is explored. Unlike some traditional FNN models in which a full ruleset of the artificial neural network (ANN) is presumed, the proposed FNN system includes a simplification of the network structure and feature selection, so that the number of rules is significantly reduced without big sacrifice on prediction accuracy. Real datasets collected from 30 participants' evaluation on a set of ten fabric specimens are used to train and test the performance of the proposed system. The system's prediction accuracy is found to be over 80%. Applications of the proposed system are discussed and future research directions are outlined.