Volume 1008
Studies in Computational Intelligence
Series Editor
Janusz Kacprzyk
Polish Academy of Sciences, Warsaw, Poland
The series Studies in Computational Intelligence (SCI) publishes new developments and advances in the various areas of computational intelligencequickly and with a high quality. The intent is to cover the theory, applications, and design methods of computational intelligence, as embedded in the fields of engineering, computer science, physics and life sciences, as well as the methodologies behind them. The series contains monographs, lecture notes and edited volumes in computational intelligence spanning the areas of neural networks, connectionist systems, genetic algorithms, evolutionary computation, artificial intelligence, cellular automata, self-organizing systems, soft computing, fuzzy systems, and hybrid intelligent systems. Of particular value to both the contributors and the readership are the short publication timeframe and the world-wide distribution, which enable both wide and rapid dissemination of research output.
Indexed by SCOPUS, DBLP, WTI Frankfurt eG, zbMATH, SCImago.
All books published in the series are submitted for consideration in Web of Science.
More information about this series at http://www.springer.com/series/7092
Editors
Boris Kryzhanovsky , Witali Dunin-Barkowski , Vladimir Redko , Yury Tiumentsev and Valentin V. Klimov
Advances in Neural Computation, Machine Learning, and Cognitive Research V
Selected Papers from the XXIII International Conference on Neuroinformatics, October 1822, 2021, Moscow, Russia
1st ed. 2022
Logo of the publisher
Editors
Boris Kryzhanovsky
Scientific Research Institute for System Analysis, Russian Academy of Sciences, Moscow, Russia
Witali Dunin-Barkowski
Scientific Research Institute for System Analysis, Russian Academy of Sciences, Moscow, Russia
Vladimir Redko
Scientific Research Institute for System Analysis, Russian Academy of Sciences, Moscow, Russia
Yury Tiumentsev
Moscow Aviation Institute (National Research University), Moscow, Russia
Valentin V. Klimov
MEPhI, National Research Nuclear University, Moscow, Russia
ISSN 1860-949X e-ISSN 1860-9503
Studies in Computational Intelligence
ISBN 978-3-030-91580-3 e-ISBN 978-3-030-91581-0
https://doi.org/10.1007/978-3-030-91581-0
The Editor(s) (if applicable) and The Author(s), under exclusive license to Springer Nature Switzerland AG 2022
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Preface
The international conference Neuroinformatics is the annual multidisciplinary scientific forum dedicated to the theory and applications of artificial neural networks, the problems of neuroscience and biophysics systems, artificial intelligence, adaptive behavior and cognitive studies.
The scope of the conference is wide, ranging from theory of artificial neural networks, machine learning algorithms and evolutionary programming to neuroimaging and neurobiology.
Main topics of the conference cover theoretical and applied research from the following fields:
neurobiology and neurobionics: cognitive studies, neural excitability, cellular mechanisms, cognition and behavior, learning and memory, motivation and emotion, bioinformatics, adaptive behavior and evolutionary modeling, and braincomputer interface;
neural networks: neurocomputing and learning, paradigms and architectures, biological foundations, computational neuroscience, neurodynamics, neuroinformatics, deep learning networks, neuro-fuzzy systems and hybrid intelligent systems;
machine learning: pattern recognition, Bayesian networks, kernel methods, generative models, information theoretic learning, reinforcement learning, relational learning, dynamical models, classification and clustering algorithms and self-organizing systems;
applications: medicine, signal processing, control, simulation, robotics, hardware implementations, security, finance and business, data mining, natural language processing, image processing and computer vision.
More than 100 reports were presented at the Neuroinformatics-2021 conference. Of these, 46 papers were selected, for which articles were prepared and published in this volume.
Boris Kryzhanovsky
Witali Dunin-Barkowski
Vladimir Redko
Yury Tiumentsev
Valentin Klimov
Organization
Editorial Board
Boris Kryzhanovsky
Scientific Research Institute for System Analysis of Russian Academy of Sciences, Moscow
Witali Dunin-Barkowsky
The Moscow Institute of Physics and Technology, State University, Russia
Vladimir Redko
Scientific Research Institute for System Analysis of Russian Academy of Sciences, Moscow
Yury Tiumentsev
Moscow Aviation Institute, National Research University, Russia
Valentin Klimov
National Research Nuclear University, MEPhI, Moscow, Russia
Advisory Board
Alexander N. Gorban
Tentative Chair of the International Advisory Board, University of Leicester, Great Britain; Lobachevsky State University of Nizhny Novgorod, Russia
Nicola Kasabov
Professor of Computer Science and Director KEDRI, Auckland University of Technology, Auckland, New Zealand
Jun Wang
Chair Professor of Computational Intelligence, Department of Computer Science, City University of Hong Kong, Kowloon Tong, Kowloon, Hong Kong
Program Committee of the XXI International Conference Neuroinformatics-2019
General Chair
Kryzhanovskiy Boris
Scientific Research Institute for System Analysis, Moscow, Russia