Literature DB >> 6652143

A Boolean complete neural model of adaptive behavior.

S Hampson, D Kibler.   

Abstract

A multi-layered neural assembly is developed which has the capability of learning arbitrary Boolean functions. Though the model neuron is more powerful than those previously considered, assemblies of neurons are needed to detect non-linearly separable patterns. Algorithms for learning at the neuron and assembly level are described. The model permits multiple output systems to share a common memory. Learned evaluation allows sequences of actions to be organized. Computer simulations demonstrate the capabilities of the model.

Mesh:

Year:  1983        PMID: 6652143     DOI: 10.1007/BF00336924

Source DB:  PubMed          Journal:  Biol Cybern        ISSN: 0340-1200            Impact factor:   2.086


  17 in total

1.  Cognitron: a self-organizing multilayered neural network.

Authors:  K Fukushima
Journal:  Biol Cybern       Date:  1975-11-05       Impact factor: 2.086

2.  Dynamics of pattern formation in lateral-inhibition type neural fields.

Authors:  S Amari
Journal:  Biol Cybern       Date:  1977-08-03       Impact factor: 2.086

Review 3.  The neurophysiology of information processing and cognition.

Authors:  E R John; E L Schwartz
Journal:  Annu Rev Psychol       Date:  1978       Impact factor: 24.137

4.  Extrinsic control of intrinsic neuronal plasticity: an hypothesis from work on simple systems.

Authors:  F B Krasne
Journal:  Brain Res       Date:  1978-01-27       Impact factor: 3.252

5.  Topographic organization of nerve fields.

Authors:  S Amari
Journal:  Bull Math Biol       Date:  1980       Impact factor: 1.758

6.  Toward a modern theory of adaptive networks: expectation and prediction.

Authors:  R S Sutton; A G Barto
Journal:  Psychol Rev       Date:  1981-03       Impact factor: 8.934

7.  Small systems of neurons.

Authors:  E R Kandel
Journal:  Sci Am       Date:  1979-09       Impact factor: 2.142

8.  Long-term potentiation and depression of synaptic responses in the rat hippocampus: localization and frequency dependency.

Authors:  T Dunwiddie; G Lynch
Journal:  J Physiol       Date:  1978-03       Impact factor: 5.182

9.  The neuropsychology of human memory.

Authors:  L R Squire
Journal:  Annu Rev Neurosci       Date:  1982       Impact factor: 12.449

10.  Possible mechanisms for long-lasting potentiation of synaptic transmission in hippocampal slices from guinea-pigs.

Authors:  P Andersen; S H Sundberg; O Sveen; J W Swann; H Wigström
Journal:  J Physiol       Date:  1980-05       Impact factor: 5.182

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  3 in total

1.  Learning and using specific instances.

Authors:  D J Volper; S E Hampson
Journal:  Biol Cybern       Date:  1987       Impact factor: 2.086

Review 2.  Linear function neurons: structure and training.

Authors:  S E Hampson; D J Volper
Journal:  Biol Cybern       Date:  1986       Impact factor: 2.086

3.  Disjunctive models of Boolean category learning.

Authors:  S E Hampson; D J Volper
Journal:  Biol Cybern       Date:  1987       Impact factor: 2.086

  3 in total

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