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Foundations and Tools for Neural Modeling Vol. I : International Work-Conference on Artificial and Natural Neural Networks, IWANN'99, Alicante, Spain, June 2-4, 1999, Proceedings :  International Work-Conference on Artificial and Natural Neural Networks, IWANN'99, Alicante, Spain, June 2-4, 1999, Proceedings - Jose Mira

Foundations and Tools for Neural Modeling Vol. I : International Work-Conference on Artificial and Natural Neural Networks, IWANN'99, Alicante, Spain, June 2-4, 1999, Proceedings

International Work-Conference on Artificial and Natural Neural Networks, IWANN'99, Alicante, Spain, June 2-4, 1999, Proceedings

By: Jose Mira (Editor), Juan V. Sanchez-Andres (Editor)

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Published: June 1999
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This book constitutes, together with its compagnion LNCS 1607, the refereed proceedings of the International Work-Conference on Artificial and Natural Neural Networks, IWANN'99, held in Alicante, Spain in June 1999.The 89 revised papers presented were carefully reviewed and selected for inclusion in the book. This volume is devoted to foundational issues of neural computation and tools for neural modeling. The papers are organized in parts on neural modeling: biophysical and structural models; plasticity phenomena: maturing, learning, and memory; and artificial intelligence and cognitive neuroscience.

Self-Assembly of Oscillatory Neurons and Networksp. 1
Reverberating Loops of Information as a Dynamic Mode of Functional Organization of the N. S. : A Working Conjecturep. 12
Reconstruction of Brain Networks by Algorithmic Amplification of Morphometry Datap. 25
Slow Learning and Fast Evolution: An Approach to Cytoarchitectonic Parcellationp. 34
Dendritic [Ca[superscript 2+]] Dynamics in the Presence of Immobile Buffers and of Dyesp. 43
Development of Directionally Selective Microcircuits in Striate Cortexp. 53
Neural Circuity and Plasticity in the Adult Vertebrate Inner Retinap. 65
Modelling the Circuitry of the Cuneate Nucleusp. 73
Filtering Capability of Neural Networks from the Developing Mammalian Hippocampusp. 86
Spatial Inversion and Facilitation in the J. Gonzalo's Research of the Sensorial Cortex. Integrative Aspectsp. 94
A Self-Organizing Model for the Development of Ocular Dominance and Orientation Columns in the Visual Cortexp. 104
Gaze Control with Neural Networks: A Unified Approach for Saccades and Smooth Pursuitp. 113
The Neural Net of Hydra and the Modulation of Its Periodic Activityp. 123
A Biophysical Model of Intestinal Motility: Application in Pharmacological Studiesp. 138
Model of the Neuronal Net for Detection of Single Bars and Cross-Like Figuresp. 152
Connected Cortical Recurrent Networksp. 163
Inter-spike Interval Statistics of Cortical Neuronsp. 171
A New Cochlear Model Based on Adaptive Gain Mechanismp. 180
Structure of Lateral Inhibition in an Olfactory Bulb Modelp. 189
Effects of Correlation and Degree of Balance in Random Synaptic Inputs on the Output of the Hodgkin-Huxley Modelp. 197
Oscillations in the Lower Stations of the Somatosensory Pathwayp. 206
Effects of the Ganglion Cell Response Nonlinear Mapping on Visual System's Noise Filtering Characteristicsp. 211
Paradoxical Relationship Between Output and Input Regularity for the FitzHugh-Nagumo Modelp. 221
Synchronisation in a Network of FHN Units with Synaptic-Like Couplingp. 230
Two-Compartment Stochastic Model of a Neuron with Periodic Inputp. 240
Stochastic Model of the Place Cell Dischargep. 248
Integrate-and-Fire Model with Correlated Inputsp. 258
Noise Modulation by Stochastic Neurons of the Integrate-and-Fire Typep. 268
Bayesian Modeling of Neural Networksp. 277
Neural Networks of the Hopfield Typep. 287
Stability Properties of BSB Modelsp. 297
Storage Capacity of the Exponential Correlation Associative Memoryp. 301
A New Input-Output Function for Binary Hopfield Neural Networksp. 311
On the Three Layer Neural Networks Using Sigmoidal Functionsp. 321
The Capacity and Atractor Basins of Associative Memory Modelsp. 330
A Modular Attractor Model of Semantic Accessp. 340
Priming an Artificial Associative Memoryp. 348
What Does a Peak in the Landscape of a Hopfield Associative Memory Look Like?p. 357
Periodic and Synchronic Firing in an Ensemble of Identical Stochastic Units: Structural Stabilityp. 367
Driving Neuromodules into Synchronous Chaosp. 377
Aging and Levy Distributions in Sandpilesp. 385
Finite Size Effects in Neural Networksp. 393
On the Computational Power of Limited Precision Weights Neural Networks in Classification Problems: How to Calculate the Weight Range so that a Solution Will Existp. 401
Estimating Exact Form of Generalisation Errorsp. 413
A Network Model for the Emergence of Orientation Maps and Local Lateral Circuitsp. 421
A Neural Network Model for the Self-Organization of Cortical Grating Cellsp. 431
Extended Nonlinear Hebbian Learning for Developing Sparse-Distributed Representationp. 442
Cascade Error Projection: A Learning Algorithm for Hardware Implementationp. 450
Unification of Supervised and Unsupervised Trainingp. 458
On-Line Optimization of Radial Basis Function Networks with Orthogonal Techniquesp. 467
A Fast Orthogonalized FIR Adaptive Filter Structure Using a Recurrent Hopfield-Like Networkp. 478
Using Temporal Neighborhoods to Adapt Function Approximators in Reinforcement Learningp. 488
Autonomous Clustering for Machine Learningp. 497
Bioinspired Framework for General-Purpose Learningp. 507
Learning Efficient Rulesets from Fuzzy Data with a Genetic Algorithmp. 517
Self-Organizing Cases to Find Paradigmsp. 527
Training Higher Order Gaussian Synapsesp. 537
On-Line Gradient Learning Algorithms for K-Nearest Neighbor Classifiersp. 546
Structure Adaptation in Artificial Neural Networks through Adaptive Clustering and through Growth in State Spacep. 556
Sensitivity Analisys of Radial Basis Function Networks for Fault Tolerance Purposesp. 566
Association with Multi-dendritic Radial Basis Unitsp. 573
A Boolean Neural Network Controlling Task Sequences in a Noisy Environmentp. 582
SOAN: Self Organizing with Adaptative Neighborhood Neural Networkp. 591
Topology Preservation in SOFM: An Euclidean Versus Manhattan Distance Comparisonp. 601
Supervised VQ Learning Based on Temporal Inhibitionp. 610
Improving the LBG Algorithmp. 621
Sequential Learning Algorithm for PG-RBF Network Using Regression Weights for Time Series Predictionp. 631
Parallel Fuzzy Learningp. 641
Classification and Feature Selection by a Self-Organizing Neural Networkp. 651
SA-Prop: Optimization of Multilayer Perception Parameters Using Simulated Annealingp. 661
Mobile Robot Path Planning Using Genetic Algorithmsp. 671
Do Plants Optimize?p. 680
Heuristic Generation of the Initial Population in Solving Job Shop Problems by Evolutionary Strategiesp. 690
Randomness in Heuristics: An Experimental Investigation for the Maximum Satisfiability Problemp. 700
Solving the Packing and Strip-Packing Problems with Genetic Algorithmsp. 709
Multichannel Pattern Recognition Neural Networkp. 719
A Biologically Plausible Maturation of an ART Networkp. 730
Adaptive Resonance Theory Microchipsp. 737
Application of ART2-A as a Pseudo-supervised Paradigm to Nuclear Reactor Diagnosticsp. 747
Supervised ART-I: A New Neural Network Architecture for Learning and Classifying Multivalued Input Patternsp. 756
Conscious and Intentional Access to Unconscious Decision-Making Module in Ambiguous Visual Perceptionp. 766
A Psychophysical Approach to the Mechanism of Human Stereovisionp. 776
Neural Coding and Color Sensationsp. 786
Neurocomputational Models of Visualisation: A Preliminary Reportp. 798
Self-Organization of Shift-Invariant Receptive Fieldsp. 806
Pattern Recognition System with Top-Down Process of Mental Rotationp. 816
Segmentation of Occluded Objects Using a Hybrid of Selective Attention and Symbolic Knowledgep. 826
Hypercolumn Model: A Modified Model of Neocognitron Using Hierarchical Self-Organizing Mapsp. 840
Attentional Strategies for Object Recognitionp. 850
Author Indexp. 861
Table of Contents provided by Blackwell. All Rights Reserved.

ISBN: 9783540660699
ISBN-10: 3540660690
Series: Lecture Notes in Computer Science : Book 1
Audience: General
Format: Paperback
Language: English
Number Of Pages: 865
Published: June 1999
Publisher: Springer-Verlag Berlin and Heidelberg Gmbh & Co. Kg
Country of Publication: DE
Dimensions (cm): 23.39 x 15.6  x 4.5
Weight (kg): 1.23