Statistical mechanics of neural networks : proceedings of the XIth Sitges conference, Sitges, Barcelona, Spain, 3-7 June 1990

Combined for researchers and graduate students the articles from the Sitges Summer School together form an excellent survey of the applications of neural-network theory to statistical mechanics and computer-science biophysics. Various mathematical models are presented together with their interpretat...

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書誌詳細
第一著者: Garrido, Luis, 1930-2009
団体著者: Sitges conference on statistical mechanics (著者)
フォーマット: Livre numérique
言語:Anglais
出版事項: Berlin [etc.] : Springer [20..].
Cham : Springer Nature
シリーズ:Lecture notes in physics 368
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注記: Archives Springer e-books (Licence nationale)
Archives Springer e-books (Licence nationale)
Autres localisations: Voir dans le Sudoc
Edition sous un autre format:• Statistical mechanics of neural networks, proceedings of the XIth Sitges conference, Sitges, Barcelona, Spain, 3-7 June 1990, Luis Garrido, (ed.), Berlin, Springer-Verlag, 1990, 1 vol. (VI-477 p.), Lecture notes in physics, 3-540-53267-6
• Statistical Mechanics of Neural Networks, Texte imprimé, 9783662137840
• Statistical Mechanics of Neural Networks, Texte imprimé, 9783662137857
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245 1 0 |a Statistical mechanics of neural networks :  |b proceedings of the XIth Sitges conference, Sitges, Barcelona, Spain, 3-7 June 1990   |c [edited by] Luis Garrido. 
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500 |a Archives Springer e-books (Licence nationale) 
505 0 |a On the statistical-mechanical formulation of neural networks -- Model neurons: From Hodgkin-Huxley to hopfield -- Statistical mechanics for networks of analog neurons -- Properties of neural networks with multi-state neurons -- Adaptive recurrent neural networks and dynamic stability -- Neuronal oscillators: Experiments and models -- Neuronal networks in the hippocampus involved in memory -- Basins of attraction and spurious states in neural networks -- Tailoring the performance of attractor neural networks -- Learning and optimization -- Statistical dynamics of learning -- Learning and retrieving marked patterns -- Learning algorithm for binary synapses -- Statistical mechanics of the perceptron with maximal stability -- Simulation and hardware implementation of competitive learning neural networks -- Learning in multilayer networks: A geometric computational approach -- Storage capacity of diluted neural networks -- Dynamics and storage capacity of neural networks with sign-constrained weights -- The neural basis of the locomotion of nematodes -- Reversibility in neural processing systems -- Lyapunov functional for neural networks with delayed interactions and statistical mechanics of temporal associations -- Semi-local signal processing in the visual system -- Statistical mechanics and error-correcting codes -- Synergetic computers An alternative to neurocomputers -- Dynamics of the Kohonen map -- Equivalence between connectionist classifiers and logical classifiers -- On Potts-glass neural networks with biased patterns -- Ising-spin neural networks with spatial structure -- Kinetically disordered lattice systems -- A programming system for implementing neural nets -- An auto-augmenting neural network architecture for diagnostic reasoning -- Formal integrators and neural networks -- Disorderedmodels of acquired dyslexia -- Higher order memories in optimally structured neural networks -- Random Boolean networks for autoassociative memory: Optimization and sequential learning. 
506 |a Accès en ligne pour les établissements français bénéficiaires des licences nationales 
506 |a Accès soumis à abonnement pour tout autre établissement 
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520 |a Combined for researchers and graduate students the articles from the Sitges Summer School together form an excellent survey of the applications of neural-network theory to statistical mechanics and computer-science biophysics. Various mathematical models are presented together with their interpretation, especially those to do with collective behaviour, learning and storage capacity, and dynamical stability. 
650 |a Thermodynamique 
650 |a Intelligence artificielle 
650 |a Réseaux neuronaux (physiologie) 
650 |a Réseaux neuronaux (informatique) 
650 |a Mécanique statistique 
650 |a Physique 
650 |a Actes de congrès 
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