Neural Computation, Volume 08 (1996) 1-8

Volume 8, Issue 1 - January 1996......Page 1 Lower Bounds for the Computational Power of Networks of Spiking Neurons......Page 2 A Short Proof of the Posterior Probability Property of Classifier Neural Networks......Page 44 Coding of Time-Varying Signals in Spike Trains of Integrate-and-Fire Neurons with Random Threshold......Page 48 A Simple Spike Train Decoder Inspired by the Sampling Theorem......Page 73 A Model of Spatial Map Formation in the Hippocampus of the Rat......Page 92 A Neural Model of Olfactory Sensory Memory in the Honeybee's Antennal Lobe......Page 105 A Spherical Basis Function Neural Network for Modeling Auditory Space......Page 127 On Convergence Properties of the EM Algorithm for Gaussian Mixtures......Page 142 A Comparison of Some Error Estimates for Neural Network Models......Page 169 Neural Networks for Optimal Approximation of Smooth and Analytic Functions......Page 184 Equivalence of Linear Boltzmann Chains and Hidden Markov Models......Page 200 Diagrammatic Derivation of Gradient Algorithms for Neural Networks......Page 205 Does Extra Knowledge Necessarily Improve Generalization?......Page 226 Volume 8, Issue 2 - February 15, 1996......Page 240 Encoding with Bursting, Subthreshold Oscillations, and Noise in Mammalian Cold Receptors......Page 241 Associative Memory with Uncorrelated Inputs......Page 284 Statistical Independence and Novelty Detection with Information Preserving Nonlinear Maps......Page 288 Neural Network Models of Perceptual Learning of Angle Discrimination......Page 299 Directional Filling-in......Page 330 Binary-Oscillator Networks: Bridging a Gap between Experimental and Abstract Modeling of Neural Networks......Page 350 Annealed Competition of Experts for a Segmentation and Classification of Switching Dynamics......Page 372 A Recurrent Network Implementation of Time Series Classification......Page 391 Temporal Segmentation in a Neural Dynamic System......Page 408 Circular Nodes in Neural Networks......Page 426 The Computational Power of Discrete Hopfield Nets with Hidden Units......Page 440 A Self-Organizing Neural Network for the Traveling Salesman Problem That Is Competitive with Simulated Annealing......Page 454 Hierarchical, Unsupervised Learning with Growing via Phase Transitions......Page 464 The Interchangeability of Learning Rate and Gain in Backpropagation Neural Networks......Page 491 Volume 8, Issue 3 - April 1, 1996......Page 502 The Effects of Adding Noise During Backpropagation Training on a Generalization Performance 195,Black,notBold,notItalic,open,FitWidth,-7......Page 0 Volume 8, Issue 4 - May 15, 1996......Page 730 Stable Encoding of Large Finite-State Automata in Recurrent Neural Networks with Sigmoid Discriminants......Page 731 Unicycling Helps Your French: Spontaneous Recovery of Associations by Learning Unrelated Tasks......Page 755 A Theory of the Visual Motion Coding in the Primary Visual Cortex......Page 782 Alignment of Coexisting Cortical Maps in a Motor Control Model......Page 791 Controlling the Magnification Factor of Self-Organizing Feature Maps......Page 817 Semilinear Predictability Minimization Produces Well-Known Feature Detectors......Page 833 Learning with Preknowledge: Clustering with Point and Graph Matching Distance Measures......Page 848 Analog versus Discrete Neural Networks......Page 867 On the Relationship between Generalization Error, Hypothesis Complexity, and Sample Complexity for Radial Basis Functions......Page 882 Using Neural Networks to Model Conditional Multivariate Densities......Page 908 Pruning with Replacement on Limited Resource Allocating Networks by F-Projections......Page 921 Engineering Multiversion Neural-Net Systems......Page 936 Volume 8, Issue 5 - July 1, 1996......Page 962 Biologically Plausible Error-Driven Learning Using Local Activation Differences: The Generalized Recirculation Algorithm......Page 963 Effects of Nonlinear Synapses on the Performance of Multilayer Neural Networks......Page 1009 Modeling Slowly Bursting Neurons via Calcium Store and Voltage-Independent Calcium Current......Page 1021 Type I Membranes, Phase Resetting Curves, and Synchrony......Page 1050 On Neurodynamics with Limiter Function and Linsker's Developmental Model......Page 1083 Effect of Binocular Cortical Misalignment on Ocular Dominance and Orientation Selectivity......Page 1101 A Novel Optimizing Network Architecture with Applications......Page 1122 Gradient Projection Network: Analog Solver for Linearly Constrained Nonlinear Programming......Page 1144 Online Steepest Descent Yields Weights with Nonnormal Limiting Distribution......Page 1155 A Numerical Study on Learning Curves in Stochastic Multilayer Feedforward Networks......Page 1169 Rate of Convergence in Density Estimation Using Neural Networks......Page 1192 Modeling Conditional Probability Distributions for Periodic Variables......Page 1209 Volume 8, Issue 6 - August 15, 1996......Page 1221 The Dynamics of Discrete-Time Computation, with Application to Recurrent Neural Networks and Finite State Machine Extraction......Page 1222 Using Bottlenecks in Feedforward Networks as a Dimension Reduction Technique: An Application to Optimization Tasks......Page 1269 Temporal Precision of Spike Trains in Extrastriate Cortex of the Behaving Macaque Monkey......Page 1275 Neural Network for Dynamic Binding with Graph Representation: Form, Linking, and Depth-from-Occlusion......Page 1297 Neuronal-Based Synaptic Compensation: A Computational Study in Alzheimer's Disease......Page 1321 Spike Train Processing by a Silicon Neuromorph: The Role of Sublinear Summation in Dendrites......Page 1339 A Large Committee Machine Learning Noisy Rules......Page 1361 Vapnik-Chervonenkis Generalization Bounds for Real Valued Neural Networks......Page 1372 The Error Surface of the Simplest XOR Network Has Only Global Minima......Page 1396 Statistical Approach to Shape from Shading: Reconstruction of Three-Dimensional Face Surfaces from Single Two-Dimensional Images......Page 1417 Volume 8, Issue 7 - October 1, 1996......Page 1439 The Lack of A Priori Distinctions Between Learning Algorithms......Page 1440 The Existence of A Priori Distinctions Between Learning Algorithms......Page 1492 No Free Lunch for Cross-Validation......Page 1523 A Self-Organizing Model of “Color Blob” Formation......Page 1530 Functional Consequences of an Integration of Motion and Stereopsis in Area MT of Monkey Extrastriate Visual Cortex......Page 1553 Learning Perceptually Salient Visual Parameters Using Spatiotemporal Smoothness Constraints......Page 1567 Using Visual Latencies to Improve Image Segmentation......Page 1598 Learning and Generalization in Cascade Network Architectures......Page 1627 Hybrid Modeling, HMM/NN Architectures, and Protein Applications......Page 1647 Volume 8, Issue 8 - November 15, 1996......Page 1673 Synchronized Action of Synaptically Coupled Chaotic Model Neurons......Page 1674 On the Capacity of Threshold Adalines with Limited-Precision Weights......Page 1713 Binocular Receptive Field Models, Disparity Tuning, and Characteristic Disparity......Page 1722 Response Characteristics of a Low-Dimensional Model Neuron......Page 1754 What Matters in Neuronal Locking?......Page 1765 Hebbian Learning of Context in Recurrent Neural Networks......Page 1795 Neural Correlation via Random Connections......Page 1815 Singular Perturbation Analysis of Competitive Neural Networks with Different Time Scales......Page 1851 How Dependencies between Successive Examples Affect On-Line Learning......Page 1864 Autonomous Design of Artificial Neural Networks by Neurex......Page 1888 Index......Page 1909