A resource-allocating network for function interpolation
Neural Computation
Neural-Network-Based Fuzzy Logic Control and Decision System
IEEE Transactions on Computers - Special issue on artificial neural networks
Real-time adaptive on-line traffic incident detection
Fuzzy Sets and Systems
Handwritten Chinese Radical Recognition Using Nonlinear Active Shape Models
IEEE Transactions on Pattern Analysis and Machine Intelligence
BYY harmony learning, structural RPCL, and topological self-organizing on mixture models
Neural Networks - New developments in self-organizing maps
Offline handwritten Chinese character recognition by radical decomposition
ACM Transactions on Asian Language Information Processing (TALIP)
Traffic Prediction Using Ying-Yang Fuzzy Cerebellar Model Articulation Controller
ICPR '06 Proceedings of the 18th International Conference on Pattern Recognition - Volume 03
Product Demand Forecasting with a Novel Fuzzy CMAC
Neural Processing Letters
POP-TRAFFIC: a novel fuzzy neural approach to road traffic analysis and prediction
IEEE Transactions on Intelligent Transportation Systems
Credit assigned CMAC and its application to online learning robust controllers
IEEE Transactions on Systems, Man, and Cybernetics, Part B: Cybernetics
Falcon: neural fuzzy control and decision systems using FKP and PFKP clustering algorithms
IEEE Transactions on Systems, Man, and Cybernetics, Part B: Cybernetics
Online tuning of fuzzy inference systems using dynamic fuzzy Q-learning
IEEE Transactions on Systems, Man, and Cybernetics, Part B: Cybernetics
Robust and fast learning for fuzzy cerebellar model articulation controllers
IEEE Transactions on Systems, Man, and Cybernetics, Part B: Cybernetics
FCMAC-BYY: Fuzzy CMAC Using Bayesian Ying–Yang Learning
IEEE Transactions on Systems, Man, and Cybernetics, Part B: Cybernetics
A fast approach for automatic generation of fuzzy rules by generalized dynamic fuzzy neural networks
IEEE Transactions on Fuzzy Systems
IEEE Transactions on Fuzzy Systems
Combination of online clustering and Q-value based GA for reinforcement fuzzy system design
IEEE Transactions on Fuzzy Systems
GenSoFNN: a generic self-organizing fuzzy neural network
IEEE Transactions on Neural Networks
IEEE Transactions on Neural Networks
Online FCMAC-BYY Model with Sliding Window
ISNN 2009 Proceedings of the 6th International Symposium on Neural Networks: Advances in Neural Networks - Part II
Fuzzy CMAC with incremental Bayesian Ying-Yang learning and dynamic rule construction
IEEE Transactions on Systems, Man, and Cybernetics, Part B: Cybernetics
Evolutionary FCMAC-BYY applied to stream data analysis
SEAL'10 Proceedings of the 8th international conference on Simulated evolution and learning
KCMAC-BYY: Kernel CMAC using Bayesian Ying-Yang learning
Neurocomputing
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This paper proposes an online Bayesian Ying-Yang (OBYY) clustering algorithm, which is then applied to the fuzzy cerebellar model articulation controller (FCMAC). Inspired by ancient Chinese Ying-Yang philosophy, Xu's Bayesian Ying-Yang (BYY) learning has been successfully applied to clustering by harmonizing the visible input data (Yang) and the invisible clusters (Ying). In this research, the original BYY is advanced to dynamically recruit, adjust, and merge the fuzzy clusters to achieve maximum harmony and highest membership values. The proposed online FCMAC-BYY offers the following advantages. First, the antecedent of the fuzzy rules are dynamically constructed and optimized by the OBYY algorithm during the operation of the system. Second, the credit assignment is then employed in the learning process of the neurons to greatly speed up the learning process. These features make the entire online FCMAC-BYY an optimal structure with a fast learning speed that can perform online learning and suitable for real-time applications. The experimental results on some benchmark datasets show that the proposed model outperforms the existing representative techniques.