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

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. Front Matter ....Pages i-xvii Front Matter ....Pages 1-1 Deep Learning a Single Photo Voxel Model Prediction from Real and Synthetic Images (Vladimir V. Kniaz, Peter V. Moshkantsev, Vladimir A. Mizginov)....Pages 3-16 Tensor Train Neural Networks in Retail Operations (Serge A. Terekhov)....Pages 17-24 Semi-empirical Neural Network Based Modeling and Identification of Controlled Dynamical Systems (Yury Tiumentsev, Mikhail Egorchev)....Pages 25-42 Front Matter ....Pages 43-43 Photovoltaic System Control Model on the Basis of a Modified Fuzzy Neural Net (Ekaterina A. Engel, Nikita E. Engel)....Pages 45-52 Impact of Assistive Control on Operator Behavior Under High Operational Load (Mikhail Kopeliovich, Evgeny Kozubenko, Mikhail Kashcheev, Dmitry Shaposhnikov, Mikhail Petrushan)....Pages 53-61 Hierarchical Actor-Critic with Hindsight for Mobile Robot with Continuous State Space (Staroverov Aleksey, Aleksandr I. Panov)....Pages 62-70 The Hybrid Intelligent Information System for Music Classification (Aleksandr Stikharnyi, Alexey Orekhov, Ark Andreev, Yuriy Gapanyuk)....Pages 71-77 The Hybrid Intelligent Information System for Poems Generation (Maria Taran, Georgiy Revunkov, Yuriy Gapanyuk)....Pages 78-86 Front Matter ....Pages 87-87 Is Information Density a Reliable Universal Predictor of Eye Movement Patterns in Silent Reading? (Valeriia A. Demareva, Yu. A. Edeleva)....Pages 89-94 Bistable Perception of Ambiguous Images – Analytical Model (Evgeny Meilikov, Rimma Farzetdinova)....Pages 95-105 Video-Computer Technology of Real Time Vehicle Driver Fatigue Monitoring (Y. R. Muratov, M. B. Nikiforov, A. S. Tarasov, A. M. Skachkov)....Pages 106-115 Consistency Across Functional Connectivity Methods and Graph Topological Properties in EEG Sensor Space (Anton A. Pashkov, Ivan S. Dakhtin)....Pages 116-123 Evolutionary Minimization of Spin Glass Energy (Vladimir G. Red’ko, Galina A. Beskhlebnova)....Pages 124-130 Comparison of Two Models of a Transparent Competitive Economy (Zarema B. Sokhova, Vladimir G. Red’ko)....Pages 131-137 Spectral Parameters of Heart Rate Variability as Indicators of the System Mismatch During Solving Moral Dilemmas (I. M. Sozinova, K. R. Arutyunova, Yu. I. Alexandrov)....Pages 138-143 The Role of Brain Stem Structures in the Vegetative Reactions Based on fMRI Analysis (Vadim L. Ushakov, Vyacheslav A. Orlov, Yuri I. Kholodny, Sergey I. Kartashov, Denis G. Malakhov, Mikhail V. Kovalchuk)....Pages 144-150 Ordering of Words by the Spoken Word Recognition Time (Victor Vvedensky, Konstantin Gurtovoy, Mikhail Sokolov, Mikhail Matveev)....Pages 151-156 Front Matter ....Pages 157-157 A Novel Avoidance Test Setup: Device and Exemplary Tasks (Alexandra I. Bulava, Sergey V. Volkov, Yuri I. Alexandrov)....Pages 159-164 Direction Selectivity Model Based on Lagged and Nonlagged Neurons (Anton V. Chizhov, Elena G. Yakimova, Elena Y. Smirnova)....Pages 165-171 Wavelet and Recurrence Analysis of EEG Patterns of Subjects with Panic Attacks (Olga E. Dick)....Pages 172-180 Two Delay-Coupled Neurons with a Relay Nonlinearity (Sergey D. Glyzin, Margarita M. Preobrazhenskaia)....Pages 181-189 Brain Extracellular Matrix Impact on Neuronal Firing Reliability and Spike-Timing Jitter (Maiya A. Rozhnova, Victor B. Kazantsev, Evgeniya V. Pankratova)....Pages 190-196 Contribution of the Dorsal and Ventral Visual Streams to the Control of Grasping (Irina A. Smirnitskaya)....Pages 197-203 Front Matter ....Pages 205-205 The Simple Approach to Multi-label Image Classification Using Transfer Learning (Yuriy S. Fedorenko)....Pages 207-213 Application of Deep Neural Network for the Vision System of Mobile Service Robot (Nikolay Filatov, Vladislav Vlasenko, Ivan Fomin, Aleksandr Bakhshiev)....Pages 214-220 Research on Convolutional Neural Network for Object Classification in Outdoor Video Surveillance System (I. S. Fomin, A. V. Bakhshiev)....Pages 221-229 Post-training Quantization of Deep Neural Network Weights (E. M. Khayrov, M. Yu. Malsagov, I. M. Karandashev)....Pages 230-238 Deep-Learning Approach for McIntosh-Based Classification Of Solar Active Regions Using HMI and MDI Images (Irina Knyazeva, Andrey Rybintsev, Timur Ohinko, Nikolay Makarenko)....Pages 239-245 Deep Learning for ECG Segmentation (Viktor Moskalenko, Nikolai Zolotykh, Grigory Osipov)....Pages 246-254 Competitive Maximization of Neuronal Activity in Convolutional Recurrent Spiking Neural Networks (Dmitry Nekhaev, Vyacheslav Demin)....Pages 255-262 A Method of Choosing a Pre-trained Convolutional Neural Network for Transfer Learning in Image Classification Problems (Alexander G. Trofimov, Anastasia A. Bogatyreva)....Pages 263-270 The Usage of Grayscale or Color Images for Facial Expression Recognition with Deep Neural Networks (Dmitry A. Yudin, Alexandr V. Dolzhenko, Ekaterina O. Kapustina)....Pages 271-281 Front Matter ....Pages 283-283 Use of Wavelet Neural Networks to Solve Inverse Problems in Spectroscopy of Multi-component Solutions (Alexander Efitorov, Sergey Dolenko, Tatiana Dolenko, Kirill Laptinskiy, Sergey Burikov)....Pages 285-294 Automated Determination of Forest-Vegetation Characteristics with the Use of a Neural Network of Deep Learning (Daria A. Eroshenkova, Valeri I. Terekhov, Dmitry R. Khusnetdinov, Sergey I. Chumachenko)....Pages 295-302 Depth Mapping Method Based on Stereo Pairs (Vasiliy E. Gai, Igor V. Polyakov, Olga V. Andreeva)....Pages 303-308 Semantic Segmentation of Images Obtained by Remote Sensing of the Earth (Dmitry M. Igonin, Yury V. Tiumentsev)....Pages 309-318 Diagnostics of Water-Ethanol Solutions by Raman Spectra with Artificial Neural Networks: Methods to Improve Resilience of the Solution to Distortions of Spectra (Igor Isaev, Sergey Burikov, Tatiana Dolenko, Kirill Laptinskiy, Sergey Dolenko)....Pages 319-325 Metaphorical Modeling of Resistor Elements (Vladimir B. Kotov, Alexandr N. Palagushkin, Fedor A. Yudkin)....Pages 326-334 Semi-empirical Neural Network Models of Hypersonic Vehicle 3D-Motion Represented by Index 2 DAE (Dmitry S. Kozlov, Yury V. Tiumentsev)....Pages 335-341 Style Transfer with Adaptation to the Central Objects of the Scene (Alexey Schekalev, Victor Kitov)....Pages 342-350 The Construction of the Approximate Solution of the Chemical Reactor Problem Using the Feedforward Multilayer Neural Network (Dmitriy A. Tarkhov, Alexander N. Vasilyev)....Pages 351-358 Linear Prediction Algorithms for Lossless Audio Data Compression (L. S. Telyatnikov, I. M. Karandashev)....Pages 359-364 Front Matter ....Pages 365-365 Approach to Forecasting Behaviour of Dynamic System Beyond Borders of Education (A. A. Brynza, M. O. Korlyakova)....Pages 367-374 Towards Automatic Manipulation of Arbitrary Structures in Connectivist Paradigm with Tensor Product Variable Binding (Alexander V. Demidovskij)....Pages 375-383 Astrocytes Organize Associative Memory (Susan Yu. Gordleeva, Yulia A. Lotareva, Mikhail I. Krivonosov, Alexey A. Zaikin, Mikhail V. Ivanchenko, Alexander N. Gorban)....Pages 384-391 Team of Neural Networks to Detect the Type of Ignition (Alena Guseva, Galina Malykhina)....Pages 392-397 Chaotic Spiking Neural Network Connectivity Configuration Leading to Memory Mechanism Formation (Mikhail Kiselev)....Pages 398-404 The Large-Scale Symmetry Learning Applying Pavlov Principle (Alexander E. Lebedev, Kseniya P. Solovyeva, Witali L. Dunin-Barkowski)....Pages 405-411 Bimodal Coalitions and Neural Networks (Leonid Litinskii, Inna Kaganowa)....Pages 412-419 Building Neural Network Synapses Based on Binary Memristors (Mikhail S. Tarkov)....Pages 420-425 Back Matter ....Pages 427-428