APBC '03 Proceedings of the First Asia-Pacific bioinformatics conference on Bioinformatics 2003 - Volume 19
Adaptive speech recognition with evolving connectionist systems
Information Sciences—Informatics and Computer Science: An International Journal - Special issue: Spoken language analysis, modeling and recognition-statistical and adaptive connectionist approaches
A wavelet-based neuro-fuzzy system for data mining small image sets
ACSW Frontiers '04 Proceedings of the second workshop on Australasian information security, Data Mining and Web Intelligence, and Software Internationalisation - Volume 32
Intrinsic and extrinsic implementation of a bio-inspired hardware system
Information Sciences—Informatics and Computer Science: An International Journal - Special issue: Bio-inspired systems (BIS)
Pattern Recognition Letters
Adaptive anomaly detection with evolving connectionist systems
Journal of Network and Computer Applications - Special issue: Network and information security: A computational intelligence approach
QoS provisioning by EFuNNs-based handoff planning in cellular MPLS networks
Computer Communications
Evolving neurocomputing systems for horticulture applications
Applied Soft Computing
A Neuro-Fuzzy approach to diagnosis of neonatal jaundice
Proceedings of the 1st international conference on Bio inspired models of network, information and computing systems
Evolving fuzzy classifiers using different model architectures
Fuzzy Sets and Systems
Neural Information Processing
Supervised Incremental Learning with the Fuzzy ARTMAP Neural Network
ANNPR '08 Proceedings of the 3rd IAPR workshop on Artificial Neural Networks in Pattern Recognition
Supervised Classification Fuzzy Growing Hierarchical SOM
HAIS '08 Proceedings of the 3rd international workshop on Hybrid Artificial Intelligence Systems
The clustering algorithm for nonlinear system identification
WSEAS Transactions on Computers
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ICCOMP'08 Proceedings of the 12th WSEAS international conference on Computers
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Natural Computing: an international journal
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Online FCMAC-BYY Model with Sliding Window
ISNN 2009 Proceedings of the 6th International Symposium on Neural Networks: Advances in Neural Networks - Part II
Neuro-fuzzy icu ventilator patients modeling
Journal of Computational Methods in Sciences and Engineering
A decade of Kasabov's evolving connectionist systems: a review
IEEE Transactions on Systems, Man, and Cybernetics, Part C: Applications and Reviews
IEEE Transactions on Neural Networks
Driving profile modeling and recognition based on soft computing approach
IEEE Transactions on Neural Networks
Fuzzy associative conjuncted maps network
IEEE Transactions on Neural Networks
A novel brain-inspired neural cognitive approach to SARS thermal image analysis
Expert Systems with Applications: An International Journal
A Framework for Designing a Fuzzy Rule-Based Classifier
ADT '09 Proceedings of the 1st International Conference on Algorithmic Decision Theory
Evolving granular classification neural networks
IJCNN'09 Proceedings of the 2009 international joint conference on Neural Networks
ACPOP: ambiguity correction-based pseudo-outer-product fuzzy rule identification algorithm
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
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IEEE Transactions on Fuzzy Systems
Load forecasting model based on amendment of mamdani fuzzy system
WiCOM'09 Proceedings of the 5th International Conference on Wireless communications, networking and mobile computing
Neural networks for QoS network management
IWANN'07 Proceedings of the 9th international work conference on Artificial neural networks
Incremental learning of spatio-temporal patterns with model selection
ICANN'07 Proceedings of the 17th international conference on Artificial neural networks
Development of an adaptive neuro-fuzzy classifier using linguistic hedges: Part 1
Expert Systems with Applications: An International Journal
Evolving fuzzy systems based on the eTS learning algorithm for the valuation of residential premises
IDEAL'09 Proceedings of the 10th international conference on Intelligent data engineering and automated learning
Covariate shift and incremental learning
ICONIP'08 Proceedings of the 15th international conference on Advances in neuro-information processing - Volume Part I
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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
eFSM: a novel online neural-fuzzy semantic memory model
IEEE Transactions on Neural Networks
IEEE Transactions on Fuzzy Systems
A BCM theory of meta-plasticity for online self-reorganizing fuzzy-associative learning
IEEE Transactions on Neural Networks
An interval type-2 fuzzy-neural network with support-vector regression for noisy regression problems
IEEE Transactions on Fuzzy Systems
Online self-reorganizing neuro-fuzzy reasoning in interval-forecasting for financial time-series
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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PRICAI'10 Proceedings of the 11th Pacific Rim international conference on Trends in artificial intelligence
Expert Systems with Applications: An International Journal
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ADMA'10 Proceedings of the 6th international conference on Advanced data mining and applications - Volume Part II
ICONIP'06 Proceedings of the 13th international conference on Neural information processing - Volume Part III
RFCMAC: A novel reduced localized neuro-fuzzy system approach to knowledge extraction
Expert Systems with Applications: An International Journal
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CIARP'05 Proceedings of the 10th Iberoamerican Congress conference on Progress in Pattern Recognition, Image Analysis and Applications
A TSK fuzzy inference algorithm for online identification
FSKD'05 Proceedings of the Second international conference on Fuzzy Systems and Knowledge Discovery - Volume Part I
A soft computing based approach for modeling of chaotic time series
ICONIP'06 Proceedings of the 13 international conference on Neural Information Processing - Volume Part I
Evolving connectionist systems for knowledge discovery from gene expression data of cancer tissue
Artificial Intelligence in Medicine
A novel brain-inspired neuro-fuzzy hybrid system for artificial ventilation modeling
Expert Systems with Applications: An International Journal
A meta-cognitive sequential learning algorithm for neuro-fuzzy inference system
Applied Soft Computing
eT2FIS: An Evolving Type-2 Neural Fuzzy Inference System
Information Sciences: an International Journal
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Neural Networks
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International Journal of Approximate Reasoning
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Journal of Intelligent Manufacturing
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Applied Soft Computing
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This paper introduces evolving fuzzy neural networks (EFuNNs) as a means for the implementation of the evolving connectionist systems (ECOS) paradigm that is aimed at building online, adaptive intelligent systems that have both their structure and functionality evolving in time. EFuNNs evolve their structure and parameter values through incremental, hybrid supervised/unsupervised, online learning. They can accommodate new input data, including new features, new classes, etc., through local element tuning. New connections and new neurons are created during the operation of the system. EFuNNs can learn spatial-temporal sequences in an adaptive way through one pass learning and automatically adapt their parameter values as they operate. Fuzzy or crisp rules can be inserted and extracted at any time of the EFuNN operation. The characteristics of EFuNNs are illustrated on several case study data sets for time series prediction and spoken word classification. Their performance is compared with traditional connectionist methods and systems. The applicability of EFuNNs as general purpose online learning machines, what concerns systems that learn from large databases, life-long learning systems, and online adaptive systems in different areas of engineering are discussed