Title Advances in neural computation, machine learning, and cognitive research VI : selected papers from the XXIV International Conference on Neuroinformatics, October 17-21, 2022, Moscow, Russia / Boris Kryzhanovsky, Witali Dunin-Barkowski, Vladimir Redko, Yury Tiumentsev, editors

Published Cham : Springer, [2023] ©2023

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Description 1 online resource (xvi, 577 pages) : illustrations (some color) Series Studies in computational intelligence ; volume 1064 Studies in computational intelligence ; v. 1064. Contents Intro -- Preface -- Organization -- Editorial Board -- Advisory Board -- Program Committee of the XXIV International Conference "Neuroinformatics-2022" -- General Chair -- Co-chairs -- Program Committee -- Contents -- Neuroinformatics and Artificial Intelligence -- Tree Inventory with LiDAR Data -- 1 Introduction -- 2 Methods -- 2.1 Preprocessing Data -- 2.2 Cluster Analysis -- 2.3 Circle Fitting and Convex Hull -- 3 Experiment -- 4 Conclusion -- References -- Towards Reliable Solar Atmospheric Parameters Neural-Based Inference -- 1 Introduction -- 2 Data and Methods -- 3 Results 4 Conclusion and Discussion -- References -- Addressing Task Prioritization in Model-based Reinforcement Learning -- 1 Introduction -- 2 Background -- 2.1 Reinforcement Learning -- 2.2 Model-Based RL via World Models -- 3 Task Addressing for Prioritized Implicit Generalization -- 3.1 Addressing Mechanism -- 3.2 Expected Reward Optimization -- 4 Related Work -- 5 Experiments -- 6 Discussion and Conclusion -- References -- Automatic Generation of Conversational Skills from Dialog Datasets -- 1 Introduction -- 1.1 Related Work -- 2 Methodology -- 2.1 Pre-trained Models -- 2.2 Data -- 2.3 Evaluation 3 Experiments -- 4 Discussion -- 5 Conclusion -- References -- Neural Networks and Cognitive Sciences. Adaptive Behavior and Evolutionary Simulation -- Individual Topology Structure of Eye Movement Trajectories -- 1 Introduction -- 2 Materials and Methods -- 2.1 Statistics of Fixations and Saccades -- 2.2 Topological Data Analysis (TDA) -- 2.3 Dataset -- 2.4 Experiment -- 3 Results -- A Additional Definitions and Notation -- References -- Neural Network Providing the Involvement of Voluntary Attention into the Processing and Conscious Perception of Sensory Information -- 1 Introduction 2 Neural Mechanism for the Involvement of Attention in the Processing of Sensory Information in C-BG-Th-C Loops -- 3 Mechanism for Inclusion of Voluntary Attention into the Processing and Awareness of Sensory Information in the Neural Network Consisting of the Neocortex, Hippocampus, Thalamus, Basal ganglia and Cerebellum -- 4 Functioning of the Network in the Absence of Voluntary Attention Leading to the Inattentional Blindness -- 5 Comparison of Consequences of the Proposed Mechanism of Inattentional Blindness with Experimental Data -- 6 Conclusion -- References Alpha Rhythm Dynamics During Spoken Word Recognition -- 1 Introduction -- 2 Methods -- 3 Results: Alpha Frequency Jumps -- 4 Discussion -- References -- Robotic Devices Control Based on Neuromorphic Classifiers of Imaginary Motor Commands -- 1 Introduction -- 2 Contactless Control of Devices -- 3 Neuromorphic Classifiers of Imaginary Commands -- 4 Application of the Neuromorphic Classifier for Robot Control -- 5 Conclusion -- References -- A Software System for Training Motor Imagery in Virtual Reality -- 1 Introduction -- 2 Methods -- 2.1 General Pipeline -- 2.2 Virtual Reality Application Summary 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, braincomputer 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 XXIV International Conference on Neuroinformatics, held on October 1721, 2022, in Moscow, Russia Notes International conference proceedings Includes author index Online resource; title from PDF title page (SpringerLink, viewed November 1, 2022) Subject Neural networks (Computer science) -- Congresses Neural networks (Computer science) Genre/Form proceedings (reports) Conference papers and proceedings Conference papers and proceedings. Actes de congrès. Form Electronic book Author Kryzhanovsky, Boris, editor Dunin-Barkowski, Witali, editor Redko, Vladimir, editor Tiumentsev, Yury, editor ISBN 9783031190322 3031190327

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