Artificial Neural Networks and Machine Learning – ICANN 2012: 22nd International Conference on Artificial Neural Networks, Lausanne, Switzerland, September 11-14, 2012, Proceedings, Part I

Front Matter....Pages -
Temporal Patterns in Artificial Reaction Networks....Pages 1-8
Properties of the Hopfield Model with Weighted Patterns....Pages 9-16
Dynamics and Oscillations of GHNNs with Time-Varying Delay....Pages 17-24
A Dynamic Field Architecture for the Generation of Hierarchically Organized Sequences....Pages 25-32
Stochastic Techniques in Influence Diagrams for Learning Bayesian Network Structure....Pages 33-40
The Mix-Matrix Method in the Problem of Binary Quadratic Optimization....Pages 41-48
A Rule Chaining Architecture Using a Correlation Matrix Memory....Pages 49-56
A Generative Multiset Kernel for Structured Data....Pages 57-64
Spectral Signal Unmixing with Interior-Point Nonnegative Matrix Factorization....Pages 65-72
Hybrid Optimized Polynomial Neural Networks with Polynomial Neurons and Fuzzy Polynomial Neurons....Pages 73-80
Tikhonov-Type Regularization for Restricted Boltzmann Machines....Pages 81-88
Modeling of Spiking Analog Neural Circuits with Hebbian Learning, Using Amorphous Semiconductor Thin Film Transistors with Silicon Oxide Nitride Semiconductor Split Gates....Pages 89-96
Real-Time Simulations of Synchronization in a Conductance-Based Neuronal Network with a Digital FPGA Hardware-Core....Pages 97-104
Impact of Frequency on the Energetic Efficiency of Action Potentials....Pages 105-112
A Large-Scale Spiking Neural Network Accelerator for FPGA Systems....Pages 113-120
Silicon Neurons That Compute....Pages 121-128
A Communication Infrastructure for Emulating Large-Scale Neural Networks Models....Pages 129-136
Pair-Associate Learning with Modulated Spike-Time Dependent Plasticity....Pages 137-144
Associative Memory in Neuronal Networks of Spiking Neurons: Architecture and Storage Analysis....Pages 145-152
Bifurcating Neurons with Filtered Base Signals....Pages 153-160
Basic Analysis of Digital Spike Maps....Pages 161-168
Cyfield-RISP: Generating Dynamic Instruction Set Processors for Reconfigurable Hardware Using OpenCL....Pages 169-176
A Biophysical Network Model Displaying the Role of Basal Ganglia Pathways in Action Selection....Pages 177-184
How Degrading Networks Can Increase Cognitive Functions....Pages 185-192
Emergence of Connectivity Patterns from Long-Term and Short-Term Plasticities....Pages 193-200
Artificial Neural Networks and Data Compression Statistics for the Discrimination of Cultured Neuronal Activity....Pages 201-208
Liquid Computing in a Simplified Model of Cortical Layer IV: Learning to Balance a Ball....Pages 209-216
Timing Self-generated Actions for Sensory Streaming....Pages 217-222
The Capacity and the Versatility of the Pulse Coupled Neural Network in the Image Matching....Pages 223-230
A Novel Bifurcation-Based Synthesis of Asynchronous Cellular Automaton Based Neuron....Pages 231-238
Biomimetic Binaural Sound Source Localisation with Ego-Noise Cancellation....Pages 239-246
A Biologically Realizable Bayesian Computation in a Cortical Neural Network....Pages 247-254
Evaluating the Effect of Spiking Network Parameters on Polychronization....Pages 255-263
Classification of Distorted Patterns by Feed-Forward Spiking Neural Networks....Pages 264-271
Spike Transmission on Diverging/Converging Neural Network and Its Implementation on a Multilevel Modeling Platform....Pages 272-279
Differential Entropy of Multivariate Neural Spike Trains....Pages 280-287
Learning Representations for Animated Motion Sequence and Implied Motion Recognition....Pages 288-295
Exploratory Behaviour Depends on Multisensory Integration during Spatial Learning....Pages 296-303
Control of Biped Robot Joints’ Angles Using Coordinated Matsuoka Oscillators....Pages 304-312
Self-calibrating Marker Tracking in 3D with Event-Based Vision Sensors....Pages 313-321
Integration of Static and Self-motion-Based Depth Cues for Efficient Reaching and Locomotor Actions....Pages 322-329
A Proposed Neural Control for the Trajectory Tracking of a Nonholonomic Mobile Robot with Disturbances....Pages 330-338
Simulating Light Adaptation in the Retina with Rod-Cone Coupling....Pages 339-346
Evolving Neural Networks for Orientation Behavior of Sand Scorpions towards Prey....Pages 347-354
Evolving Dendritic Morphology and Parameters in Biologically Realistic Model Neurons for Pattern Recognition....Pages 355-362
Neural Network Providing Integrative Perception of Features and Subsecond Temporal Parameters of Sensory Stimuli....Pages 363-370
An Effect of Short and Long Reciprocal Projections on Evolution of Hierarchical Neural Networks....Pages 371-378
Some Things Psychopathologies Can Tell Us about Consciousness....Pages 379-386
Elastic Graph Matching on Gabor Feature Representation at Low Image Resolution....Pages 387-394
Contour Detection by CORF Operator....Pages 395-402
Hybrid Ensembles Using Hopfield Neural Networks and Haar-Like Features for Face Detection....Pages 403-410
Face Recognition with Disparity Corrected Gabor Phase Differences....Pages 411-418
Visual Categorization Based on Learning Contextual Probabilistic Latent Component Tree....Pages 419-426
Biological Brain and Binary Code: Quality of Coding for Face Recognition....Pages 427-434
Making a Reinforcement Learning Agent Believe....Pages 435-442
Biologically Plausible Multi-dimensional Reinforcement Learning in Neural Networks....Pages 443-450
Adaptive Neural Oscillator with Synaptic Plasticity Enabling Fast Resonance Tuning....Pages 451-458
Learning from Delayed Reward und Punishment in a Spiking Neural Network Model of Basal Ganglia with Opposing D1/D2 Plasticity....Pages 459-466
Understanding the Role of Serotonin in Basal Ganglia through a Unified Model....Pages 467-473
Learning How to Select an Action: A Computational Model....Pages 474-481
A Dynamic Binding Mechanism for Retrieving and Unifying Complex Predicate-Logic Knowledge....Pages 482-490
Estimation of Causal Orders in a Linear Non-Gaussian Acyclic Model: A Method Robust against Latent Confounders....Pages 491-498
Reservoir Sizes and Feedback Weights Interact Non-linearly in Echo State Networks....Pages 499-506
Learning to Imitate YMCA with an ESN....Pages 507-514
A New Neural Data Analysis Approach Using Ensemble Neural Network Rule Extraction....Pages 515-522
Bayesian Inference with Efficient Neural Population Codes....Pages 523-530
Learning Sequence Neighbourhood Metrics....Pages 531-538
Learning Features and Predictive Transformation Encoding Based on a Horizontal Product Model....Pages 539-546
Regulation toward Self-organized Criticality in a Recurrent Spiking Neural Reservoir....Pages 547-554
Adaptive Learning of Linguistic Hierarchy in a Multiple Timescale Recurrent Neural Network....Pages 555-562
The Spherical Hidden Markov Self Organizing Map for Learning Time Series Data....Pages 563-570
Echo State Networks for Multi-dimensional Data Clustering....Pages 571-578
The Counter-Change Model of Motion Perception: An Account Based on Dynamic Field Theory....Pages 579-586
Self-organized Reservoirs and Their Hierarchies....Pages 587-595
On-Line Processing of Grammatical Structure Using Reservoir Computing....Pages 596-603
Constructing Robust Liquid State Machines to Process Highly Variable Data Streams....Pages 604-611
Infinite Sparse Threshold Unit Networks....Pages 612-619
Learning Two-Layer Contractive Encodings....Pages 620-628
Effects of Architecture Choices on Sparse Coding in Speech Recognition....Pages 629-636
Generating Motion Trajectories by Sparse Activation of Learned Motion Primitives....Pages 637-644
Kinetic Modelling of Synaptic Functions in the Alpha Rhythm Neural Mass Model....Pages 645-652
Integrating Neural Networks and Chaotic Measurements for Modelling Epileptic Brain....Pages 653-660
Dynamic Stopping Improves the Speed and Accuracy of a P300 Speller....Pages 661-668
Adaptive SVM-Based Classification Increases Performance of a MEG-Based Brain-Computer Interface (BCI)....Pages 669-676
Recognizing Human Activities Using a Layered Markov Architecture....Pages 677-684
PSO for Reservoir Computing Optimization....Pages 685-692
One-Class Classification through Optimized Feature Boundaries Detection and Prototype Reduction....Pages 693-700
Bi-objective Genetic Algorithm for Feature Selection in Ensemble Systems....Pages 701-709
Dual Support Vector Domain Description for Imbalanced Classification....Pages 710-717
Learning Method Inspired on Swarm Intelligence for Fuzzy Cognitive Maps: Travel Behaviour Modelling....Pages 718-725
A Computational Model of Motor Areas Based on Bayesian Networks and Most Probable Explanations....Pages 726-733
Back Matter....Pages -