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Hybrid Data Regression Model Based on the Generalized Adaptive Resonance Theory Neural Network

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0 Published in 2019 at "IEEE Access"

DOI: 10.1109/access.2019.2935454

Abstract: The Generalized Adaptive Resonance Theory (GART) model is a supervised online learning neural network based on an integration of Adaptive Resonance Theory (ART) and the Generalized Regression Neural Network (GRNN). It is capable of online… read more here.

Keywords: regression; model; resonance theory; egart model ... See more keywords

Adaptive Resonance Theory-based Topological Clustering with a Divisive Hierarchical Structure Capable of Continual Learning

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1 Published in 2022 at "IEEE Access"

DOI: 10.1109/access.2022.3186479

Abstract: Adaptive Resonance Theory (ART) is considered as an effective approach for realizing continual learning thanks to its ability to handle the plasticity-stability dilemma. In general, however, the clustering performance of ART-based algorithms strongly depends on… read more here.

Keywords: continual learning; divisive hierarchical; topological clustering; adaptive resonance ... See more keywords

iCVI-ARTMAP: Using Incremental Cluster Validity Indices and Adaptive Resonance Theory Reset Mechanism to Accelerate Validation and Achieve Multiprototype Unsupervised Representations.

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1 Published in 2022 at "IEEE transactions on neural networks and learning systems"

DOI: 10.1109/tnnls.2022.3160381

Abstract: This article presents an adaptive resonance theory predictive mapping (ARTMAP) model, which uses incremental cluster validity indices (iCVIs) to perform unsupervised learning, namely, iCVI-ARTMAP. Incorporating iCVIs to the decision-making and many-to-one mapping capabilities of this… read more here.

Keywords: cluster validity; artmap; resonance theory; adaptive resonance ... See more keywords

Assessment of the validity of RANS knock prediction using the resonance theory

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1 Published in 2019 at "International Journal of Engine Research"

DOI: 10.1177/1468087419846032

Abstract: Following the resonance theory by Bradley and co-workers, engine knock is a consequence of an auto-ignition in the developing detonation regime. Their detonation diagram was developed using direct numerical simulations and was applied in the… read more here.

Keywords: resonance theory; resonance; reynolds averaged; averaged navier ... See more keywords

Erratum: The Easy Part of the Hard Problem: A Resonance Theory of Consciousness

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2 Published in 2020 at "Frontiers in Human Neuroscience"

DOI: 10.3389/fnhum.2020.596409

Abstract: [This corrects the article DOI: 10.3389/fnhum.2019.00378.]. read more here.

Keywords: easy part; resonance theory; problem resonance; part hard ... See more keywords