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- Adaptive Resonance Theory (ART) bedeutet übersetzt anpassungsfähige Resonanz-Theorie. ART ist ein Architekturkonzept für neuronale Netze und wurde von Stephen Grossberg und entwickelt. (de)
- Adaptive resonance theory (ART) is a theory developed by Stephen Grossberg and Gail Carpenter on aspects of how the brain processes information. It describes a number of neural network models which use supervised and unsupervised learning methods, and address problems such as pattern recognition and prediction. The primary intuition behind the ART model is that object identification and recognition generally occur as a result of the interaction of 'top-down' observer expectations with 'bottom-up' sensory information. The model postulates that 'top-down' expectations take the form of a memory template or prototype that is then compared with the actual features of an object as detected by the senses. This comparison gives rise to a measure of category belongingness. As long as this difference between sensation and expectation does not exceed a set threshold called the 'vigilance parameter', the sensed object will be considered a member of the expected class. The system thus offers a solution to the 'plasticity/stability' problem, i.e. the problem of acquiring new knowledge without disrupting existing knowledge that is also called incremental learning. (en)
- La teoría de la resonancia adaptativa (en inglés, adaptive resonance theory, conocido por sus siglas inglesas ART), desarrollada por y . Es un modelo de red neuronal artificial (RNA) que basa su funcionamiento en la manera en que el cerebro procesa información y que describe una serie de modelos de redes neuronales que utilizando métodos de aprendizaje supervisado y no supervisado abordan problemas tales como el reconocimiento y la predicción de patrones. (es)
- Сети адаптивного резонанса — разновидность искусственных нейронных сетей, основанная на теории адаптивного резонанса Стивена Гроссберга и Гейла Карпентера. Включает в себя модели обучения с учителем и без учителя, которые используются при решении задач распознавания образов и предсказания. (ru)
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- Adaptive Resonance Theory (ART) bedeutet übersetzt anpassungsfähige Resonanz-Theorie. ART ist ein Architekturkonzept für neuronale Netze und wurde von Stephen Grossberg und entwickelt. (de)
- La teoría de la resonancia adaptativa (en inglés, adaptive resonance theory, conocido por sus siglas inglesas ART), desarrollada por y . Es un modelo de red neuronal artificial (RNA) que basa su funcionamiento en la manera en que el cerebro procesa información y que describe una serie de modelos de redes neuronales que utilizando métodos de aprendizaje supervisado y no supervisado abordan problemas tales como el reconocimiento y la predicción de patrones. (es)
- Сети адаптивного резонанса — разновидность искусственных нейронных сетей, основанная на теории адаптивного резонанса Стивена Гроссберга и Гейла Карпентера. Включает в себя модели обучения с учителем и без учителя, которые используются при решении задач распознавания образов и предсказания. (ru)
- Adaptive resonance theory (ART) is a theory developed by Stephen Grossberg and Gail Carpenter on aspects of how the brain processes information. It describes a number of neural network models which use supervised and unsupervised learning methods, and address problems such as pattern recognition and prediction. (en)
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- Adaptivní rezonanční teorie (cs)
- Adaptive Resonanztheorie (de)
- Adaptive resonance theory (en)
- Teoría de la resonancia adaptativa (es)
- Адаптивная резонансная теория (ru)
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