Artificial Neural Networks and Machine Learning – ICANN 2016: 25th International Conference on Artificial Neural Networks, Barcelona, Spain, September 6-9, 2016, Proceedings, Part I

Front Matter....Pages I-XXIX
Front Matter....Pages 1-1
Improved Chaotic Multidirectional Associative Memory....Pages 3-10
Effect of Pre- and Postsynaptic Firing Patterns on Synaptic Competition....Pages 11-18
Asymmetries in Synaptic Connections and the Nonlinear Fokker-Planck Formalism....Pages 19-27
Synaptogenesis: Constraining Synaptic Plasticity Based on a Distance Rule....Pages 28-35
A Sensor Fusion Horse Gait Classification by a Spiking Neural Network on SpiNNaker....Pages 36-44
Multilayer Spiking Neural Network for Audio Samples Classification Using SpiNNaker....Pages 45-53
Input-Modulation as an Alternative to Conventional Learning Strategies....Pages 54-62
A Potential Mechanism for Spontaneous Oscillatory Activity in the Degenerative Mouse Retina....Pages 63-71
Striatal Processing of Cortical Neuronal Avalanches – A Computational Investigation....Pages 72-79
Front Matter....Pages 81-81
Mapping the Language Connectome in Healthy Subjects and Brain Tumor Patients....Pages 83-90
Method for Estimating Neural Network Topology Based on SPIKE-Distance....Pages 91-98
Dynamics of Evolving Feed-Forward Neural Networks and Their Topological Invariants....Pages 99-106
Scaling Properties of Human Brain Functional Networks....Pages 107-114
Attractor Dynamics Driven by Interactivity in Boolean Recurrent Neural Networks....Pages 115-122
Training Bidirectional Recurrent Neural Network Architectures with the Scaled Conjugate Gradient Algorithm....Pages 123-131
Learning Multiple Timescales in Recurrent Neural Networks....Pages 132-139
Investigating Recurrent Neural Networks for Feature-Less Computational Drug Design....Pages 140-148
Inverse Recurrent Models – An Application Scenario for Many-Joint Robot Arm Control....Pages 149-157
Population Coding of Goal Directed Movements....Pages 158-165
Body Model Transition by Tool Grasping During Motor Babbling Using Deep Learning and RNN....Pages 166-174
Front Matter....Pages 81-81
Centering Versus Scaling for Hubness Reduction....Pages 175-183
High Integrated Information in Complex Networks Near Criticality....Pages 184-191
Comparison of Graph Node Distances on Clustering Tasks....Pages 192-201
Front Matter....Pages 203-203
Influence of Saliency and Social Impairments on the Development of Intention Recognition....Pages 205-213
A System-Level Model of Noradrenergic Function....Pages 214-221
Phenomenological Model for the Adapatation of Shape-Selective Neurons in Area IT....Pages 222-229
Deliberation-Aware Responder in Multi-proposer Ultimatum Game....Pages 230-237
From Cognitive to Habit Behavior During Navigation, Through Cortical-Basal Ganglia Loops....Pages 238-247
Fast and Slow Learning in a Neuro-Computational Model of Category Acquisition....Pages 248-255
Realizing Medium Spiny Neurons with a Simple Neuron Model....Pages 256-263
Multi-item Working Memory Capacity: What Is the Role of the Stimulation Protocol?....Pages 264-271
Plasticity in the Granular Layer Enhances Motor Learning in a Computational Model of the Cerebellum....Pages 272-279
How Is Scene Recognition in a Convolutional Network Related to that in the Human Visual System?....Pages 280-287
Hybrid Trajectory Decoding from ECoG Signals for Asynchronous BCIs....Pages 288-296
Dimensionality Reduction Effect Analysis of EEG Signals in Cross-Correlation Classifiers Performance....Pages 297-305
EEG-driven RNN Classification for Prognosis of Neurodegeneration in At-Risk Patients....Pages 306-313
Competition Between Cortical Ensembles Explains Pitch-Related Dynamics of Auditory Evoked Fields....Pages 314-321
Dynamics of Reward Based Decision Making: A Computational Study....Pages 322-329
Adaptive Proposer for Ultimatum Game....Pages 330-338
Dynamical Linking of Positive and Negative Sentences to Goal-Oriented Robot Behavior by Hierarchical RNN....Pages 339-346
Front Matter....Pages 347-347
Real-Time FPGA Simulation of Surrogate Models of Large Spiking Networks....Pages 349-356
Randomly Spiking Dynamic Neural Fields Driven by a Shared Random Flow....Pages 357-364
Synfire Chain Emulation by Means of Flexible SNN Modeling on a SIMD Multicore Architecture....Pages 365-373
Towards Adjustable Signal Generation with Photonic Reservoir Computers....Pages 374-381
Hierarchical Networks-on-Chip Interconnect for Astrocyte-Neuron Network Hardware....Pages 382-390
Restricted Boltzmann Machines Without Random Number Generators for Efficient Digital Hardware Implementation....Pages 391-398
Compact Associative Memory for AER Spike Decoding in FPGA-Based Evolvable SNN Emulation....Pages 399-407
Front Matter....Pages 409-409
Combining Spatial and Parametric Working Memory in a Dynamic Neural Field Model....Pages 411-418
C4.5 or Naive Bayes: A Discriminative Model Selection Approach....Pages 419-426
Adaptive Natural Gradient Learning Algorithms for Unnormalized Statistical Models....Pages 427-434
Octonion-Valued Neural Networks....Pages 435-443
Reducing Redundancy with Unit Merging for Self-constructive Normalized Gaussian Networks....Pages 444-452
Learning to Enumerate....Pages 453-460
Pattern Based on Temporal Inference....Pages 461-467
Neural Networks Simulation of Distributed Control Problems with State and Control Constraints....Pages 468-477
The Existence and the Stability of Weighted Pseudo Almost Periodic Solution of High-Order Hopfield Neural Network....Pages 478-485
Sparse Extreme Learning Machine Classifier Using Empirical Feature Mapping....Pages 486-493
Three Approaches to Train Echo State Network Actors of Adaptive Critic Design....Pages 494-501
Increase of the Resistance to Noise in Data for Neural Network Solution of the Inverse Problem of Magnetotellurics with Group Determination of Parameters....Pages 502-509
Convergence of Multi-pass Large Margin Nearest Neighbor Metric Learning....Pages 510-517
Back Matter....Pages 519-567