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Distribution of the activities in a diluted neural network

B Derrida

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The dynamics of asymmetrically diluted neural networks can be solved exactly. In the present work, the distribution of the neural activities is calculated analytically for zero-temperature parallel dynamics. This distribution depends on the number of stored patterns and is a continuous function in the good retrieval phase. The continuous part of the distribution of activities is due to the asymmetry of the synapses since it is known that networks with symmetric interactions always have a distribution of activities which is a sum of a few delta functions. The expression for the distribution of activities is also given for a mixture of two patterns which have a non-zero overlap.


PACS

07.05.Mh Neural networks, fuzzy logic, artificial intelligence

02.50.Ng Distribution theory and Monte Carlo studies

MSC

82C32 Neural nets (See also 68T05, 91E40, 92B20)

Subjects

Computational physics

Instrumentation and measurement

Dates

Issue 12 (21 June 1989)



  1. Distribution of the activities in a diluted neural network

    B Derrida 1989 J. Phys. A: Math. Gen. 22 2069

  2. Three unfinished works on the optimal storage capacity of networks

    E Gardner and B Derrida 1989 J. Phys. A: Math. Gen. 22 1983

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