Advances in Neural Computation, Machine Learning, and Cognitive Research III: Selected Papers from the XXI International Conference on Neuroinformatics, October 7-11, 2019, Dolgoprudny, Moscow Region, Russia

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Boris Kryzhanovsky, Witali Dunin-Barkowski, Vladimir Redko, Yury Tiumentsev
Springer Nature, Sep 3, 2019 - Technology & Engineering - 428 pages

This book describes new theories and applications of artificial neural networks, with a special focus on answering questions in neuroscience, biology and biophysics and cognitive research. It covers a wide range of methods and technologies, including deep neural networks, large scale neural models, brain computer interface, signal processing methods, as well as models of perception, studies on emotion recognition, self-organization and many more. The book includes both selected and invited papers presented at the XXI International Conference on Neuroinformatics, held on October 7-11, 2019, in Dolgoprudny, a town in Moscow region, Russia.

 

Contents

Deep Learning a Single Photo Voxel Model Prediction from Real and Synthetic Images
3
Tensor Train Neural Networks in Retail Operations
17
Semiempirical Neural Network Based Modeling and Identification of Controlled Dynamical Systems
25
Artificial Intelligence
43
Photovoltaic System Control Model on the Basis of a Modified Fuzzy Neural Net
45
Impact of Assistive Control on Operator Behavior Under High Operational Load
53
Hierarchical ActorCritic with Hindsight for Mobile Robot with Continuous State Space
62
The Hybrid Intelligent Information System for Music Classification
71
Research on Convolutional Neural Network for Object Classification in Outdoor Video Surveillance System
221
Posttraining Quantization of Deep Neural Network Weights
230
DeepLearning Approach for McIntoshBased Classification Of Solar Active Regions Using HMI and MDI Images
239
Deep Learning for ECG Segmentation
246
Competitive Maximization of Neuronal Activity in Convolutional Recurrent Spiking Neural Networks
255
A Method of Choosing a Pretrained Convolutional Neural Network for Transfer Learning in Image Classification Problems
263
The Usage of Grayscale or Color Images for Facial Expression Recognition with Deep Neural Networks
271
Applications of Neural Networks
282

The Hybrid Intelligent Information System for Poems Generation
78
Cognitive Sciences and BrainComputer Interface Adaptive Behavior and Evolutionary Simulation
87
Is Information Density a Reliable Universal Predictor of Eye Movement Patterns in Silent Reading?
88
Bistable Perception of Ambiguous Images Analytical Model
95
VideoComputer Technology of Real Time Vehicle Driver Fatigue Monitoring
106
Consistency Across Functional Connectivity Methods and Graph Topological Properties in EEG Sensor Space
116
Evolutionary Minimization of Spin Glass Energy
124
Comparison of Two Models of a Transparent Competitive Economy
131
Spectral Parameters of Heart Rate Variability as Indicators of the System Mismatch During Solving Moral Dilemmas
138
The Role of Brain Stem Structures in the Vegetative Reactions Based on fMRI Analysis
144
Ordering of Words by the Spoken Word Recognition Time
151
Neurobiology and Neurobionics
157
Device and Exemplary Tasks
159
Direction Selectivity Model Based on Lagged and Nonlagged Neurons
165
Wavelet and Recurrence Analysis of EEG Patterns of Subjects with Panic Attacks
172
Two DelayCoupled Neurons with a Relay Nonlinearity
181
Brain Extracellular Matrix Impact on Neuronal Firing Reliability and SpikeTiming Jitter
190
Contribution of the Dorsal and Ventral Visual Streams to the Control of Grasping
197
Deep Learning
204
The Simple Approach to Multilabel Image Classification Using Transfer Learning
207
Application of Deep Neural Network for the Vision System of Mobile Service Robot
214
Use of Wavelet Neural Networks to Solve Inverse Problems in Spectroscopy of Multicomponent Solutions
285
Automated Determination of ForestVegetation Characteristics with the Use of a Neural Network of Deep Learning
295
Depth Mapping Method Based on Stereo Pairs
303
Semantic Segmentation of Images Obtained by Remote Sensing of the Earth
309
Methods to Improve Resilience of the Solution to Distortions of Spectra
319
Metaphorical Modeling of Resistor Elements
326
Semiempirical Neural Network Models of Hypersonic Vehicle 3DMotion Represented by Index 2 DAE
335
Style Transfer with Adaptation to the Central Objects of the Scene
342
The Construction of the Approximate Solution of the Chemical Reactor Problem Using the Feedforward Multilayer Neural Network
351
Linear Prediction Algorithms for Lossless Audio Data Compression
359
Neural Network Theory Concepts and Architectures
365
Approach to Forecasting Behaviour of Dynamic System Beyond Borders of Education
366
Towards Automatic Manipulation of Arbitrary Structures in Connectivist Paradigm with Tensor Product Variable Binding
375
Astrocytes Organize Associative Memory
384
Team of Neural Networks to Detect the Type of Ignition
392
Chaotic Spiking Neural Network Connectivity Configuration Leading to Memory Mechanism Formation
398
The LargeScale Symmetry Learning Applying Pavlov Principle
405
Bimodal Coalitions and Neural Networks
412
Building Neural Network Synapses Based on Binary Memristors
420
Author Index
426
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