Ebook: Artificial Neural Networks and Machine Learning – ICANN 2013: 23rd International Conference on Artificial Neural Networks Sofia, Bulgaria, September 10-13, 2013. Proceedings

The book constitutes the proceedings of the 23rd International Conference on Artificial Neural Networks, ICANN 2013, held in Sofia, Bulgaria, in September 2013. The 78 papers included in the proceedings were carefully reviewed and selected from 128 submissions. The focus of the papers is on following topics: neurofinance graphical network models, brain machine interfaces, evolutionary neural networks, neurodynamics, complex systems, neuroinformatics, neuroengineering, hybrid systems, computational biology, neural hardware, bioinspired embedded systems, and collective intelligence.

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The book constitutes the proceedings of the 23rd International Conference on Artificial Neural Networks, ICANN 2013, held in Sofia, Bulgaria, in September 2013. The 78 papers included in the proceedings were carefully reviewed and selected from 128 submissions. The focus of the papers is on following topics:neurofinance graphical network models, brain machine interfaces, evolutionary neural networks, neurodynamics, complex systems, neuroinformatics, neuroengineering, hybrid systems, computational biology, neural hardware, bioinspired embedded systems, and collective intelligence.

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The book constitutes the proceedings of the 23rd International Conference on Artificial Neural Networks, ICANN 2013, held in Sofia, Bulgaria, in September 2013. The 78 papers included in the proceedings were carefully reviewed and selected from 128 submissions. The focus of the papers is on following topics:neurofinance graphical network models, brain machine interfaces, evolutionary neural networks, neurodynamics, complex systems, neuroinformatics, neuroengineering, hybrid systems, computational biology, neural hardware, bioinspired embedded systems, and collective intelligence.
Content:
Front Matter....Pages -
Hessian Corrected Input Noise Models....Pages 1-8
Model-Based Clustering of Temporal Data....Pages 9-16
Fast Approximation Method for Gaussian Process Regression Using Hash Function for Non-uniformly Distributed Data....Pages 17-25
An Analytical Approach to Single Node Delay-Coupled Reservoir Computing....Pages 26-33
Applying General-Purpose Data Reduction Techniques for Fast Time Series Classification....Pages 34-41
Two-Layer Vector Perceptron....Pages 42-49
Local Detection of Communities by Neural-Network Dynamics....Pages 50-57
The Super-Turing Computational Power of Interactive Evolving Recurrent Neural Networks....Pages 58-65
Group Fused Lasso....Pages 66-73
Exponential Synchronization of a Class of RNNs with Discrete and Distributed Delays....Pages 74-81
Variational Foundations of Online Backpropagation....Pages 82-89
GNMF with Newton-Based Methods....Pages 90-97
Improving the Associative Rule Chaining Architecture....Pages 98-105
A Two-Stage Pretraining Algorithm for Deep Boltzmann Machines....Pages 106-113
A Low-Energy Implementation of Finite Automata by Optimal-Size Neural Nets....Pages 114-121
A Distributed Learning Algorithm Based on Frontier Vector Quantization and Information Theory....Pages 122-129
Efficient Baseline-Free Sampling in Parameter Exploring Policy Gradients: Super Symmetric PGPE....Pages 130-137
Direct Method for Training Feed-Forward Neural Networks Using Batch Extended Kalman Filter for Multi-Step-Ahead Predictions....Pages 138-145
Learning with Hard Constraints....Pages 146-153
Bidirectional Activation-based Neural Network Learning Algorithm....Pages 154-161
A Neural Network Model for Online Multi-Task Multi-Label Pattern Recognition....Pages 162-169
Novel Feature Selection and Kernel-Based Value Approximation Method for Reinforcement Learning....Pages 170-177
Learning of Lateral Interactions for Perceptual Grouping Employing Information Gain....Pages 178-185
On–Line Laplacian One–Class Support Vector Machines....Pages 186-193
OSA: One-Class Recursive SVM Algorithm with Negative Samples for Fault Detection....Pages 194-207
EEG Dataset Reduction and Classification Using Wave Atom Transform....Pages 208-215
Embodied Language Understanding with a Multiple Timescale Recurrent Neural Network....Pages 216-223
Unsupervised Online Calibration of a c-VEP Brain-Computer Interface (BCI)....Pages 224-231
A Biologically Inspired Model for the Detection of External and Internal Head Motions....Pages 232-239
Cortically Inspired Sensor Fusion Network for Mobile Robot Heading Estimation....Pages 240-247
Learning Sensorimotor Transformations with Dynamic Neural Fields....Pages 248-255
Learning Temporally Precise Spiking Patterns through Reward Modulated Spike-Timing-Dependent Plasticity....Pages 256-263
Memory Trace in Spiking Neural Networks....Pages 264-271
Attention-Gated Reinforcement Learning in Neural Networks—A Unified View....Pages 272-279
Dynamic Memory for Robot Control Using Delay-Based Coincidence Detection Neurones....Pages 280-287
Robust Principal Component Analysis for Brain Imaging....Pages 288-295
Phase Control of Coupled Neuron Oscillators....Pages 296-303
Dendritic Computations in a Rall Model with Strong Distal Stimulation....Pages 304-311
Modeling Action Verb Semantics Using Motion Tracking....Pages 312-318
Evolution of Dendritic Morphologies Using Deterministic and Nondeterministic Genotype to Phenotype Mapping....Pages 319-326
Sparseness Controls the Receptive Field Characteristics of V4 Neurons: Generation of Curvature Selectivity in V4....Pages 327-334
Handwritten Digit Recognition with Pattern Transformations and Neural Network Averaging....Pages 335-342
Echo State Networks in Dynamic Data Clustering....Pages 343-350
Self-Organization in Parallel Coordinates....Pages 351-358
A General Image Representation Scheme and Its Improvement for Image Analysis....Pages 359-366
Learning Features for Activity Recognition with Shift-Invariant Sparse Coding....Pages 367-374
Hearing Aid Classification Based on Audiology Data....Pages 375-380
BLSTM-RNN Based 3D Gesture Classification....Pages 381-388
Feature Selection for Neural Network-Based Interval Forecasting of Electricity Demand Data....Pages 389-396
A Combination of Hand-Crafted and Hierarchical High-Level Learnt Feature Extraction for Music Genre Classification....Pages 397-404
Exploration of Loneliness Questionnaires Using the Self-Organising Map....Pages 405-411
An Effective Dynamic Gesture Recognition System Based on the Feature Vector Reduction for SURF and LCS....Pages 412-419
Feature Weighting by Maximum Distance Minimization....Pages 420-425
Training Computationally Efficient Smartphone–Based Human Activity Recognition Models....Pages 426-433
A Novel Procedure for Training L1-L2 Support Vector Machine Classifiers....Pages 434-441
Online Classification of Eye Tracking Data for Automated Analysis of Traffic Hazard Perception....Pages 442-450
Time-Series Forecasting of Indoor Temperature Using Pre-trained Deep Neural Networks....Pages 451-458
Recurrent Fuzzy-Neural Network with Fast Learning Algorithm for Predictive Control....Pages 459-466
Real-Time Interface Board for Closed-Loop Robotic Tasks on the SpiNNaker Neural Computing System....Pages 467-474
Adaptive Critic Neural Network Solution of Optimal Control Problems with Discrete Time Delays....Pages 475-482
Emotion Generation System Considering Complex Emotion Based on MaC Model with Neural Networks....Pages 483-494
Neuro-Optimal Controller for Robot Manipulators....Pages 495-502
Learning to Walk Using a Recurrent Neural Network with Time Delay....Pages 503-510
The Imbalance Network and Incremental Evolution for Mobile Robot Nervous System Design....Pages 511-518
Balancing of a Simulated Inverted Pendulum Using the NeuraBase Network Model....Pages 519-526
Coordinated Rule Acquisition of Decision Making on Supply Chain by Exploitation-Oriented Reinforcement Learning....Pages 527-536
Using Exponential Kernel for Word Sense Disambiguation....Pages 537-544
Independent Component Analysis Filtration for Value at Risk Modelling....Pages 545-552
Wind Power Resource Estimation with Deep Neural Networks....Pages 553-562
Wavelet Neural Networks for Electricity Load Forecasting – Dealing with Border Distortion and Shift Invariance....Pages 563-570
Interactive Two-Level WEBSOM for Organizational Exploration....Pages 571-578
Optimal Operation of Electric Power Production System without Transmission Losses Using Artificial Neural Networks Based on Augmented Lagrange Multiplier Method....Pages 579-585
An Echo State Network with Working Memories for Probabilistic Language Modeling....Pages 586-594
Using the Analytic Feature Framework for the Detection of Occluded Objects....Pages 595-602
Boltzmann Machines for Image Denoising....Pages 603-610
Comparison on Late Fusion Methods of Low Level Features for Content Based Image Retrieval....Pages 611-618
Vehicle Plate Recognition Using Improved Neocognitron Neural Network....Pages 619-627
Back Matter....Pages 628-640
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