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Generalization learning in a perceptron with binary synapses - MaRDI portal

Generalization learning in a perceptron with binary synapses (Q1040712)

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Generalization learning in a perceptron with binary synapses
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    Generalization learning in a perceptron with binary synapses (English)
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    25 November 2009
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    There is a short discussion on the performance of the so called SBPI (stochastic belief propagation inspired)-algorithm applied to a perceptron with bipolar weights, inputs, outputs and zero threshold. A comparison to the CP (clipped perceptron algorithm) is done. One derives a set of partial differential equations which give an insight into the learning process under SBPI as well as CP learning rules.
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    perceptron
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    binary synapses
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    learning
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    online
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    generalization
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    SBPI
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