AIMC Topic: Association Learning

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Associative memory realized by a reconfigurable memristive Hopfield neural network.

Nature communications Jun 25, 2015
Although synaptic behaviours of memristors have been widely demonstrated, implementation of an even simple artificial neural network is still a great challenge. In this work, we demonstrate the associative memory on the basis of a memristive Hopfield...
Neural Networks, Computer Algorithms Computer Simulation Animals Pattern Recognition, Automated Central Nervous System Memory Association Learning
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A rational model of function learning.

Psychonomic bulletin & review Mar 3, 2015
Theories of how people learn relationships between continuous variables have tended to focus on two possibilities: one, that people are estimating explicit functions, or two that they are performing associative learning supported by similarity. We pr...
Humans Machine Learning Bayes Theorem Linear Models Models, Psychological Concept Formation Problem Solving Normal Distribution Association Learning Transfer, Psychology
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Improving Recall in Sparse Associative Memories That Use Neurogenesis.

Neural computation Feb 14, 2025
The creation of future low-power neuromorphic solutions requires specialist spiking neural network (SNN) algorithms that are optimized for neuromorphic settings. One such algorithmic challenge is the ability to recall learned patterns from their nois...
Humans Neural Networks, Computer Algorithms Animals Models, Neurological Neurons Memory Neurogenesis Mental Recall Association Learning
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A New Local Bipolar Autoassociative Memory Based on External Inputs of Discrete Recurrent Neural Networks With Time Delay.

IEEE transactions on neural networks and learning systems Nov 1, 2017
In this paper, local bipolar auto-associative memories are presented based on discrete recurrent neural networks with a class of gain type activation function. The weight parameters of neural networks are acquired by a set of inequalities without the...
Humans Neural Networks, Computer Algorithms Computer Simulation Time Factors Memory Association Learning
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