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Showing 1 to 6 of 6 for “"Fuzzy ARTMAP"”.
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Modifications To The Fuzzy-ARTMAP Algorithm For Distributed Learning In Large Data Sets
The Fuzzy–ARTMAP (FAM) algorithm has been proven to be one of the premier neural network architectures for classification problems. FAM can learn on line and is usually faster than other neural network approaches. Nevertheless the learning time of FAM can slow down considerably when the size of the …
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Genetically Engineered Adaptive Resonance Theory (art) Neural Network Architectures
Fuzzy ARTMAP (FAM) is currently considered to be one of the premier neural network architectures in solving classification problems. One of the limitations of Fuzzy ARTMAP that has been extensively reported in the literature is the category proliferation problem. That is Fuzzy ARTMAP has the …
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Modeling Launch Vehicle Success Using Artificial Neural Networks
… Two neural network architectures--MLP and fuzzy ARTMAP--were trained on historical launch data of Atlas, Delta, and Titan launch vehicles. The networks were then tested on their ability to generalize to new data. Fuzzy ARTMAP performed slightly better than MLP overall, but neither network …
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Famtile: An Algorithm For Learning High-level Tactical Behavior From Observation
… sequence, this research proposes FAMTILE - the Fuzzy ARTMAP / Template-Based Interpretation Learning Engine. This algorithm attempts to achieve this learning task by constructing rules that govern the low-level context transitions made by the expert. By combining these rules with models for …
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High Performance Data Mining Techniques For Intrusion Detection
… include parallel backpropagation and parallel fuzzy ARTMAP neural networks. We evaluate the performances of the developed models in terms of speedup over traditional algorithms, prediction rate and false alarm rate. Our results showed that the traditional backpropagation and fuzzy ARTMAP …
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Image analysis for diagnostic support in biomedicine: neuromuscular diseases and pigmented lesions
… y una clasi- ficación empleando una red neuronal Fuzzy ARTMAP. El procedimiento concluye con una estimación de la severidad de las biopsias con patrón distrófico. Esta caracterización se realiza mediante un análisis de componentes principales. Para la validación del sistema se ha empleado una base …