LEADER 04361nam 2200481 450 001 9910797702003321 005 20230124193509.0 010 $a1-68108-090-7 035 $a(CKB)3710000000531586 035 $a(EBL)4412586 035 $a(MiAaPQ)EBC4412586 035 $a(Au-PeEL)EBL4412586 035 $a(CaPaEBR)ebr11204972 035 $a(OCoLC)951065344 035 $a(EXLCZ)993710000000531586 100 $a20160613d2015 uy| 0 101 0 $aeng 135 $aur|n|---||||| 181 $2rdacontent 182 $2rdamedia 183 $2rdacarrier 200 10$aArtificial neural systems $eprinciple and practice /$fauthored by Pierre Lorrentz, University of Kent, United Kingdom 210 1$aSharjah :$cBentham Science Publishers Limited,$d[2015] 215 $a1 online resource (245 p.) 300 $aDescription based upon print version of record. 311 $a1-68108-091-5 320 $aIncludes bibliographical references and index. 327 $aCONTENTS; FOREWORD ; PREFACE ; Principles ; Neurons ; A BIOLOGICAL NEURON; Synaptic Transmission; TRANSMISSION ACROSS SYNAPSES; AN ARTIFICIAL NEURON; CONFLICT OF INTEREST; ACKNOWLEDGEMENTS; REFERENCES; Basic Neurons ; INTEGRATE-AND-FIRE NEURON; PROBABILITY; STEIN MODEL OF NEURON; CONFLICT OF INTEREST; ACKNOWLEDGEMENTS; REFERENCES; Basic Fuzzy Neuron and Fundamentals of ANN ; A FUZZY NEURON; The Fuzzy-logic Neuron; PRINCIPLES OF ARTIFICIAL NEURAL NETWORK ANALYSIS AND DESIGN; The Wave Neural Networks; CONFLICT OF INTEREST; ACKNOWLEDGEMENTS; REFERENCES; Fundamental Algorithms and Methods 327 $aINTRODUCTIONDENSITY BASED ALGORITHMS: CLUSTERING ALGORITHMS; NATURE-BASED ALGORITHMS; Evolutionary Algorithm and Programming ; Genetic Algorithm; GA Operators; APPLICATIONS OF GENETIC ALGORITHM; NETWORK METHOD: EDGES AND NODES; MULTI-LAYERED PERCEPTRON; REAL-TIME APPLICATIONS OF STATE-OF-THE-ART ANN SYSTEMS; DEFINITION OF ARTIFICIAL NEURAL NETWORKS (ANN); Intelligence; An Artificial Neural Network (ANN) system; PERFORMANCE MEASURES; Receiver's Operating Characteristics (ROC); Hypothesis Testing; Chi-squared (Goodness-of-fit) Test; CONFLICT OF INTEREST; ACKNOWLEDGEMENTS; REFERENCES 327 $aQuantum Logic and Classical Connectivity INTRODUCTION; QUANTUM LOGIC AND QUANTUM MATHEMATICS; Quantum Gates (Primitives); Quantum Algebra; QUANTUM NEURAL NETWORK; CLASSICAL PRIMITIVES AND WEIGHTS; Memristance; HODGKIN-HUXLEY NEURON; CONFLICT OF INTEREST; ACKNOWLEDGEMENTS; REFERENCES; Practices ; Learning Methods ; INTRODUCTION; THE ADAPTIVE LINEAR NEURON (ADALINE); THE RECURSIVE-LEAST-SQUARE (RLS) ALGORITHM; MULTI-AGENT NETWORK; NEUROMORPHIC NETWORK; BAYESIAN NETWORKS; Gaussian Mixture Model; K-means; Radial Basis Function (RBF); Generative Topographic Mapping (GTM); NEURO-FUZZY SYSTEM 327 $aRESEARCH AND APPLICATIONS OF ANN SYSTEMSCONFLICT OF INTEREST; ACKNOWLEDGEMENTS; REFERENCES; Neural Networks ; INTRODUCTION; WEIGHTLESS NETWORKS; Probabilistic Convergent Network (PCN); PCN Network Architecture; Learning or Training; Recognition or Classification; THE ENHANCED PROBABILISTIC CONVERGENT NETWORK (EPCN); THE EPCN; Recognition procedure; The EPCN Software Implementation; A WEIGHTED NETWORK ; Multi-Layer Perceptron (MLP); Industrial Applications of MLP; BAYESIAN NETWORKS; Mixture Density Network (MDN); Helmholtz Machine; THE DYNAMICS AND EVALUATION OF ANN SYSTEMS 327 $aIntroduction: Chi-Squared Probability Density FunctionThe Dynamics; Fusion; Generalized Likelihood Ratio Test (GLRT); GLRT Procedure:; Wald Test; Wald Test Procedure:; CONFLICT OF INTEREST; ACKNOWLEDGEMENTS; REFERENCES; Selection and Combination Strategy of ANN Systems ; INTRODUCTION; FACTORIAL SELECTION; Comparison to Other Similar Coding Scheme for Multi-class Problems; THE GROUP METHOD OF SELECTION; Topology of GMDH; Applications of GMDH; CONFLICT OF INTEREST; ACKNOWLEDGEMENTS; REFERENCES; Probability-based Neural Network Systems ; INTRODUCTION; RANDOM-NUMBER GENERATORS; MARKOV CHAIN 327 $aHYBRID MARKOV CHAIN (HMC) 606 $aNeural networks (Computer science) 615 0$aNeural networks (Computer science) 700 $aLorrentz$b Pierre$01532616 801 0$bMiAaPQ 801 1$bMiAaPQ 801 2$bMiAaPQ 906 $aBOOK 912 $a9910797702003321 996 $aArtificial neural systems$93778870 997 $aUNINA