Modeling the emergence of bilingual acoustic clusters: a preliminary case study
Information Sciences—Informatics and Computer Science: An International Journal - Special issue: Spoken language analysis, modeling and recognition-statistical and adaptive connectionist approaches
Intrinsic and extrinsic implementation of a bio-inspired hardware system
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Novel Self-Organizing Takagi Sugeno Kang Fuzzy Neural Networks Based on ART-like Clustering
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Pattern Recognition Letters
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ISTASC'07 Proceedings of the 7th Conference on 7th WSEAS International Conference on Systems Theory and Scientific Computation - Volume 7
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Effective classification using feature selection and fuzzy integration
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Software development cost estimation using wavelet neural networks
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Hybrid learning-based neuro-fuzzy inference system: a new approach for system modeling
International Journal of Systems Science
HebbR2-Taffic: A novel application of neuro-fuzzy network for visual based traffic monitoring system
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Pattern recognition using neural-fuzzy networks based on improved particle swam optimization
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A novel parametric fuzzy CMAC network and its applications
Applied Soft Computing
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Quadratic optimal neural fuzzy control for synchronization of uncertain chaotic systems
Expert Systems with Applications: An International Journal
Online FCMAC-BYY Model with Sliding Window
ISNN 2009 Proceedings of the 6th International Symposium on Neural Networks: Advances in Neural Networks - Part II
A fuzzy neural network with fuzzy impact grades
Neurocomputing
IJCAI'07 Proceedings of the 20th international joint conference on Artifical intelligence
A neuro-fuzzy approach for prediction of human work efficiency in noisy environment
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Financial market trading system with a hierarchical coevolutionary fuzzy predictive model
IEEE Transactions on Evolutionary Computation - Special issue on computational finance and economics
IEEE Transactions on Systems, Man, and Cybernetics, Part B: Cybernetics - Special issue on cybernetics and cognitive informatics
A decade of Kasabov's evolving connectionist systems: a review
IEEE Transactions on Systems, Man, and Cybernetics, Part C: Applications and Reviews
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Using an efficient immune symbiotic evolution learning for compensatory neuro-fuzzy controller
IEEE Transactions on Fuzzy Systems
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Fuzzy associative conjuncted maps network
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A Novel Evolving Clustering Algorithm with Polynomial Regression for Chaotic Time-Series Prediction
ICONIP '09 Proceedings of the 16th International Conference on Neural Information Processing: Part II
MultiLogistic regression using initial and radial basis function covariates
IJCNN'09 Proceedings of the 2009 international joint conference on Neural Networks
Evolving granular classification neural networks
IJCNN'09 Proceedings of the 2009 international joint conference on Neural Networks
Adaptive incremental principal component analysis in nonstationary online learning environments
IJCNN'09 Proceedings of the 2009 international joint conference on Neural Networks
An asymmetry-similarity-measure-based neural fuzzy inference system
Fuzzy Sets and Systems
ACPOP: ambiguity correction-based pseudo-outer-product fuzzy rule identification algorithm
FUZZ-IEEE'09 Proceedings of the 18th international conference on Fuzzy Systems
Online identification of a neuro-fuzzy model through indirect fuzzy clustering of data space
FUZZ-IEEE'09 Proceedings of the 18th international conference on Fuzzy Systems
IEEE Transactions on Systems, Man, and Cybernetics, Part B: Cybernetics
SOFMLS: online self-organizing fuzzy modified least-squares network
IEEE Transactions on Fuzzy Systems
An evolving fuzzy neural network based on the mapping of similarities
IEEE Transactions on Fuzzy Systems
Gustafson-Kessel algorithm for evolving data stream clustering
CompSysTech '09 Proceedings of the International Conference on Computer Systems and Technologies and Workshop for PhD Students in Computing
A modified gradient-based neuro-fuzzy learning algorithm and its convergence
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Computers in Biology and Medicine
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IFSA'03 Proceedings of the 10th international fuzzy systems association World Congress conference on Fuzzy sets and systems
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Expert Systems with Applications: An International Journal
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Expert Systems with Applications: An International Journal
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IDEAL'09 Proceedings of the 10th international conference on Intelligent data engineering and automated learning
ICONIP'08 Proceedings of the 15th international conference on Advances in neuro-information processing - Volume Part I
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IEEE Transactions on Systems, Man, and Cybernetics, Part B: Cybernetics
Fuzzy CMAC with incremental Bayesian Ying-Yang learning and dynamic rule construction
IEEE Transactions on Systems, Man, and Cybernetics, Part B: Cybernetics
eFSM: a novel online neural-fuzzy semantic memory model
IEEE Transactions on Neural Networks
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A locally recurrent fuzzy neural network with support vector regression for dynamic-system modeling
IEEE Transactions on Fuzzy Systems
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IEEE Transactions on Neural Networks
A novel application of a neuro-fuzzy computational technique in event-based rainfall-runoff modeling
Expert Systems with Applications: An International Journal
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IEEE Transactions on Fuzzy Systems
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Expert Systems with Applications: An International Journal
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PRICAI'10 Proceedings of the 11th Pacific Rim international conference on Trends in artificial intelligence
An evolving type-2 neural fuzzy inference system
PRICAI'10 Proceedings of the 11th Pacific Rim international conference on Trends in artificial intelligence
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Expert Systems with Applications: An International Journal
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Expert Systems with Applications: An International Journal
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Expert Systems with Applications: An International Journal
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Engineering Applications of Artificial Intelligence
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Adaptive fuzzy system to forecast financial time series volatility
Journal of Intelligent & Fuzzy Systems: Applications in Engineering and Technology
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This paper introduces a new type of fuzzy inference systems, denoted as dynamic evolving neural-fuzzy inference system (DENFIS), for adaptive online and offline learning, and their application for dynamic time series prediction. DENFIS evolve through incremental, hybrid (supervised/unsupervised), learning, and accommodate new input data, including new features, new classes, etc., through local element tuning. New fuzzy rules are created and updated during the operation of the system. At each time moment, the output of DENFIS is calculated through a fuzzy inference system based on m-most activated fuzzy rules which are dynamically chosen from a fuzzy rule set. Two approaches are proposed: (1) dynamic creation of a first-order Takagi-Sugeno-type fuzzy rule set for a DENFIS online model; and (2) creation of a first-order Takagi-Sugeno-type fuzzy rule set, or an expanded high-order one, for a DENFIS offline model. A set of fuzzy rules can be inserted into DENFIS before or during its learning process. Fuzzy rules can also be extracted during or after the learning process. An evolving clustering method (ECM), which is employed in both online and offline DENFIS models, is also introduced. It is demonstrated that DENFIS can effectively learn complex temporal sequences in an adaptive way and outperform some well-known, existing models