LEADER 04856nam 22006375 450 001 996466702903316 005 20200703133422.0 010 $a3-540-46808-0 024 7 $a10.1007/3-540-53267-6 035 $a(CKB)1000000000233578 035 $a(SSID)ssj0000326901 035 $a(PQKBManifestationID)12061296 035 $a(PQKBTitleCode)TC0000326901 035 $a(PQKBWorkID)10316352 035 $a(PQKB)10312160 035 $a(DE-He213)978-3-540-46808-0 035 $a(PPN)155196030 035 $a(EXLCZ)991000000000233578 100 $a20121227d1990 u| 0 101 0 $aeng 135 $aurnn#008mamaa 181 $ctxt 182 $cc 183 $acr 200 10$aStatistical Mechanics of Neural Networks$b[electronic resource] $eProceedings of the XIth Sitges Conference Sitges, Barcelona, Spain, 3?7 June 1990 /$fedited by Luis Garrido 205 $a1st ed. 1990. 210 1$aBerlin, Heidelberg :$cSpringer Berlin Heidelberg :$cImprint: Springer,$d1990. 215 $a1 online resource (VI, 477 p.) 225 1 $aLecture Notes in Physics,$x0075-8450 ;$v368 300 $aBibliographic Level Mode of Issuance: Monograph 311 $a3-540-53267-6 327 $aOn 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 -- Disordered models of acquired dyslexia -- Higher order memories in optimally structured neural networks -- Random Boolean networks for autoassociative memory: Optimization and sequential learning. 330 $aCombined for researchers and graduate students the articles from the Sitges Summer School together form an excellent survey of the applications of neural-network theory to statistical mechanics and computer-science biophysics. Various mathematical models are presented together with their interpretation, especially those to do with collective behaviour, learning and storage capacity, and dynamical stability. 410 0$aLecture Notes in Physics,$x0075-8450 ;$v368 606 $aThermodynamics 606 $aStatistical physics 606 $aDynamical systems 606 $aArtificial intelligence 606 $aThermodynamics$3https://scigraph.springernature.com/ontologies/product-market-codes/P21050 606 $aComplex Systems$3https://scigraph.springernature.com/ontologies/product-market-codes/P33000 606 $aArtificial Intelligence$3https://scigraph.springernature.com/ontologies/product-market-codes/I21000 606 $aStatistical Physics and Dynamical Systems$3https://scigraph.springernature.com/ontologies/product-market-codes/P19090 615 0$aThermodynamics. 615 0$aStatistical physics. 615 0$aDynamical systems. 615 0$aArtificial intelligence. 615 14$aThermodynamics. 615 24$aComplex Systems. 615 24$aArtificial Intelligence. 615 24$aStatistical Physics and Dynamical Systems. 676 $a006.3 702 $aGarrido$b Luis$4edt$4http://id.loc.gov/vocabulary/relators/edt 906 $aBOOK 912 $a996466702903316 996 $aStatistical Mechanics of Neural Networks$92526095 997 $aUNISA