Computational Methods in Neural Modeling: 7th International Work-Conference on Artificial and Natural Neural Networks, IWANN 2003 Maó, Menorca, Spain, June 3–6, 2003 Proceedings, Part I

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The two-volume set LNCS 2686 and LNCS 2687 constitute the refereed proceedings of the 7th International Work-Conference on Artificial and Natural Neural Networks, IWANN 2003, held in Ma?, Menorca, Spain in June 2003.

The 197 revised papers presented were carefully reviewed and selected for inclusion in the book and address the following topics: mathematical and computational methods in neural modelling, neurophysiological data analysis and modelling, structural and functional models of neurons, learning and other plasticity phenomena, complex systems dynamics, cognitive processes and artificial intelligence, methodologies for net design, bio-inspired systems and engineering, and applications in a broad variety of fields.

Author(s): L.M. Ricciardi, G. Esposilo, V. Giorno, C. Valerio (auth.), José Mira, José R. Álvarez (eds.)
Series: Lecture Notes in Computer Science 2686
Edition: 1
Publisher: Springer-Verlag Berlin Heidelberg
Year: 2003

Language: English
Pages: 772
Tags: Computation by Abstract Devices; Algorithm Analysis and Problem Complexity; Artificial Intelligence (incl. Robotics); Image Processing and Computer Vision; Pattern Recognition; Evolutionary Biology

Modeling Neuronal Firing in the Presence of Refractoriness....Pages 1-8
A Study of the Action Potential Initiation Site Along the Axosomatodendritic Axis of Neurons Using Compartmental Models....Pages 9-15
Real Neurons and Neural Computation: A Summary of Thoughts....Pages 16-23
Synchronous firing in a population of inhibitory interneurons coupled by electrical and chemical synapses....Pages 24-31
Stochastic Networks with Subthreshold Oscillations and Spiking Activity....Pages 32-39
Selective Inactivation of Neuronal Dendritic Domains: Computational Approach to Steady Potential Gradients....Pages 40-45
Intermittent burst synchronization in neural networks....Pages 46-53
Diffusion Associative Network: Diffusive Hybrid Neuromodulation and Volume Learning....Pages 54-61
The Minimum-Variance Theory Revisited....Pages 62-69
Sleep and wakefulness in the cuneate nucleus: a computational study....Pages 70-77
Effiects of different connectivity patterns in a model of cortical circuits....Pages 78-85
A Digital Neural Model of Visual Deficits in Parkinson’s Disease....Pages 86-93
Intersensorial Summation as a Nonlinear Contribution to Cerebral Excitation....Pages 94-101
Interacting Modalities through Functional Brain Modeling....Pages 102-109
Life-long learning: consolidation of novel events into dynamic memory representations....Pages 110-117
Real-time Sound Source Localization and Separation based on Active Audio-Visual Integration....Pages 118-125
Hierarchical Neuro-Fuzzy Systems....Pages 126-135
A functional spiking neuron hardware oriented model....Pages 136-143
SO(2)-Networks as Neural Oscillators....Pages 144-151
A Rotated Kernel Probabilistic Neural Network (RKPNN) for Multi-class Classification....Pages 152-157
Independent Residual Analysis for Temporally Correlated Signals....Pages 158-165
MLP+H: a Hybrid Neural Architecture Formed by the Interaction of Hopfield and Multi-Layer Perceptron Neural Networks....Pages 166-173
Linear unit relevance in multiclass NLDA networks....Pages 174-181
Bootstrap for model selection: linear approximation of the optimism....Pages 182-189
A learning rule to model the development of orientation selectivity in visual cortex....Pages 190-197
Sequence learning using the neural coding....Pages 198-205
Improved Kernel Learning Using Smoothing Parameter Based Linear Kernel....Pages 206-213
Automatic Car Parking: A Reinforcement Learning Approach....Pages 214-221
Discriminative Training of the Scanning N-Tuple Classifier....Pages 222-229
A Wrapper Approach with Support Vector Machines for Text Categorization....Pages 230-237
Robust Expectation Maximization Learning Algorithm for Mixture of Experts....Pages 238-245
Choosing among algorithms to improve accuracy....Pages 246-253
Evolutionary Approach to Overcome Initialization Parameters in Classification Problems....Pages 254-261
Text Categorisation Using a Partial-Matching Strategy....Pages 262-269
A new learning method for single layer neural networks based on a regularized cost function....Pages 270-277
A better selection of patterns in lazy learning radial basis neural networks....Pages 278-285
An Iterative Fuzzy Prototype Induction Algorithm....Pages 286-293
A Recurrent Multivalued Neural Network for codebook generation in Vector Quantization....Pages 294-301
The recurrent IML-network....Pages 302-309
Estimation of Multidimensional Regression Model with Multilayer Perceptrons....Pages 310-317
Principal Components Analysis Competitive Learning....Pages 318-325
Progressive Concept Formation in Self-organising Maps....Pages 326-333
Supervised Classification with Associative SOM....Pages 334-341
Neural Implementation of Dijkstra’s Algorithm.....Pages 342-349
Spurious minima and basins of attraction in higher-order Hopfield networks....Pages 350-357
Cooperative Co-evolution of Multilayer Perceptrons....Pages 358-365
A statistical model of pollution-caused pulmonary crises....Pages 366-373
A new penalty-based criterion for model selection in regularized nonlinear models....Pages 374-381
Data Driven Multiple Neural Network Models Generator Based on a Tree-like Scheduler....Pages 382-389
Performance-Enhancing Bifurcations in a Self-organising Neural Network....Pages 390-397
A Competitive Neural Network based on dipoles....Pages 398-405
An N-Parallel Multivalued Network: Applications to the Travelling Salesman Problem....Pages 406-413
Parallel ACS for weighted MAX-SAT....Pages 414-421
Learning to Generate Combinatorial Action Sequences Utilizing the Initial Sensitivity of Deterministic Dynamical Systems....Pages 422-429
BICONN: A Binary Competitive Neural Network....Pages 430-437
SASEGASA: An Evolutionary Algorithm for Retarding Premature Convergence by Self-Adaptive Selection Pressure Steering....Pages 438-445
Cooperative Ant Colonies for Solving the Maximum Weighted Satisfiability Problem....Pages 446-453
Designing a Phenotypic Distance Index for Radial Basis Function Neural Networks....Pages 454-461
The Antiquadrupolar Phase of the Biquadratic Neural Network....Pages 462-469
Co-Evolutionary Algorithm for RBF by Self- Organizing Population of neurons....Pages 470-477
Studying the Capacity of Grammatical Encoding to Generate FNN Architectures....Pages 478-485
Optimal Phasor Measurement Unit Placement using Genetic Algorithms....Pages 486-493
On the Evolutionary Inference of Temporal Boolean Networks....Pages 494-501
Specifying evolutionary algorithms in XML....Pages 502-509
Analysis of the Univariate Marginal Distribution Algorithm modeled by Markov chains....Pages 510-517
Node level crossover applied to neural network evolution....Pages 518-525
Genetic Search of Block-Based Structures of Dynamical Process Models....Pages 526-533
Visualization of Neural Net Evolution....Pages 534-541
Separable Recurrent Neural Networks Treated with Stochastic Velocities....Pages 542-549
Studying the Convergence of the CFA Algorithm....Pages 550-557
Auto-Adaptive Neural Network Tree Structure Based on Complexity Estimator....Pages 558-565
Intelligence and Computation: A View from Physiology....Pages 566-573
Image Understanding analysis at the Knowledge Level as a Design Task....Pages 574-581
Morphological Clustering of the SOM for Multi-dimensional Image Segmentation....Pages 582-589
Introducing Long Term Memory in an ANN based Multilevel Darwinist Brain....Pages 590-597
New Directions in Connectionist Language Modeling....Pages 598-605
Rules and Generalization Capacity Extraction from ANN with GP....Pages 606-613
Numerosity and the Consolidation of Episodic Memory....Pages 614-621
Rule Extraction from a Multilayer Feedforward Trained Network via Interval Arithmetic Inversion....Pages 622-629
Necessary First-Person Axioms of Neuroconsciousness....Pages 630-637
An Agent Based Approach of Collective Foraging....Pages 638-645
Hybrid Architecture Based on Support Vector Machines....Pages 646-653
A neural approach to extended logic programs....Pages 654-661
Solving SAT in Linear Time with a Neural-like Membrane System....Pages 662-669
An Exponential-Decay Synapse Integrated Circuit For Bio-inspired Neural Networks.....Pages 670-677
A high level synthesis of an auditory mechanical to neural transduction circuit.....Pages 678-685
Restriction Enzyme Computation....Pages 686-693
Neurally Inspired Mechanisms for the Dynamic Visual Attention Map Generation Task....Pages 694-701
A Model of Dynamic Visual Attention for Object Tracking in Natural Image Sequences....Pages 702-709
Neural competitive structures for segmentation based on motion features....Pages 710-717
Background Pixel Classification for Motion Detection in Video Image Sequences....Pages 718-725
COBRA: An Evolved Online Tool for Mammography Interpretation....Pages 726-733
CBA generated receptive fields implemented in a Facial expression recognition task....Pages 734-741
A Hybrid Face Detector based on an Asymmetrical Adaboost Cascade Detector and a Wavelet-Bayesian- Detector....Pages 742-749
Neural Net Generation of Facial Displays in Talking Heads....Pages 750-757