Advances in Neural Computation, Machine Learning, and Cognitive Research: Selected Papers from the XIX International Conference on Neuroinformatics, October 2-6, 2017, Moscow, Russia

208 Pages·2017·12.45 MB·English

by  Kryzhanovsky, Boris(Editor)

Studies in Computational Intelligence 736
Boris Kryzhanovsky
Witali Dunin-Barkowski
Vladimir Redko Editors
Advances in Neural
Computation,
Machine Learning,
and Cognitive
Research
Selected Papers from the XIX
International Conference on
Neuroinformatics, October 2–6, 2017,
Moscow, Russia
Studies in Computational Intelligence
Volume 736
Series editor
Janusz Kacprzyk, Polish Academy of Sciences, Warsaw, Poland
e-mail: [email protected]
About this Series
The series “Studies in Computational Intelligence” (SCI) publishes new develop-
mentsandadvancesinthevariousareasofcomputationalintelligence—quicklyand
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 worldwide distribution,
which enable both wide and rapid dissemination of research output.
More information about this series at http://www.springer.com/series/7092
Boris Kryzhanovsky Witali Dunin-Barkowski
(cid:129)
Vladimir Redko
Editors
Advances in Neural
Computation,
Machine Learning,
and Cognitive Research
Selected Papers from the XIX
International Conference on
–
Neuroinformatics, October 2 6, 2017,
Moscow, Russia
123
Editors
Boris Kryzhanovsky Vladimir Redko
ScientificResearch Institute for System ScientificResearch Institute for System
Analysis Analysis
Russian Academy of Sciences Russian Academy of Sciences
Moscow Moscow
Russia Russia
WitaliDunin-Barkowski
ScientificResearch Institute for System
Analysis
Russian Academy of Sciences
Moscow
Russia
ISSN 1860-949X ISSN 1860-9503 (electronic)
Studies in Computational Intelligence
ISBN978-3-319-66603-7 ISBN978-3-319-66604-4 (eBook)
DOI 10.1007/978-3-319-66604-4
LibraryofCongressControlNumber:2017950488
©SpringerInternationalPublishingAG2018
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Preface
The international conference “Neuroinformatics” is the annual multidisciplinary
scientific forum dedicated to the theory and applications of artificial neural net-
works, the problems of neuroscience and biophysics systems, 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 neu-
roimaging 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 emo-
tion, bioinformatics, computation, modeling, and simulation;
neural networks: neurocomputing and learning, architectures, biological founda-
tions,computationalneuroscience,neurodynamics,neuroinformatics,deeplearning
networks;
machine learning: pattern recognition, Bayesian networks, kernel methods, gen-
erative models, information theoretic learning, reinforcement learning, relational
learning, dynamical models, classification and clustering algorithms, 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.
A total of about 90 reports were presented at the Neuroinformatics-2017
Conference.Ofthese,28paperswereselectedforwhicharticleswerepreparedand
published in this volume.
Boris Kryzhanovsky
Witali Dunin-Barkowski
Vladimir Redko
v
Organization
Editorial Board
Boris Kryzhanovsky Scientific Research Institute for System Analysis
of Russian Academy of Sciences
Witali Dunin-Barkowsky Scientific Research Institute for System Analysis
of Russian Academy of Sciences
Vladimir Redko Scientific Research Institute for System Analysis
of Russian Academy of Sciences
Advisory Board
Prof. Alexander N. Gorban (Chair of the International Advisory Board),
Department of Mathematics
University of Leicester
Leicester LE1 7RH
UK
Tel. [phone]
E-mail: [email protected]
Homepage: http://www.math.le.ac.uk/people/ag153/homepage/
Google scholar profile:
http://scholar.google.co.uk/citations?user=D8XkcCIAAAAJ&hl=en
Prof. Nicola Kasabov
Professor of Computer Science and Director KEDRI
Phone: [phone]
Email: [email protected]
http://www.kedri.info
vii
viii Organization
Physical Address:
KEDRI
Auckland University of Technology
AUT Tower, Level 7
Corner Rutland and Wakefield Street
Auckland
New Zealand
Postal Address:
KEDRI
Auckland University of Technology
Private Bag 92006
Auckland 1142
New Zealand
Prof. Jun Wang, PhD, FIEEE, FIAPR
Chair Professor of Computational Intelligence
Department of Computer Science
City University of Hong Kong
Kowloon Tong, Kowloon, Hong Kong
Tel. [phone]
Fax: [phone]
Email: [email protected]
Program Committee of the XIX International
“ ”
Conference Neuroinformatics-2017
General Chair
Kryzhanovskiy Boris ScientificResearchInstituteforSystemAnalysis,
Moscow
Co-chairs
Dunin-Barkowski Witali ScientificResearchInstituteforSystemAnalysis,
Moscow
Gorban Alexander University of Leicester, Great Britain
Redko Vladimir ScientificResearchInstituteforSystemAnalysis,
Moscow
Program Committee
Abraham Ajith MachineIntelligenceResearchLabs(MIRLabs),
Scientific Network for Innovation and
Research Excellence, Washington, USA
Anokhin Konstantin National Research Centre “Kurchatov Institute,”
Moscow
Baidyk Tatiana TheNationalAutonomousUniversityofMexico,
Mexico
Balaban Pavel Institute of Higher Nervous Activity and
Neurophysiology of RAS, Moscow
Borisyuk Roman Plymouth University, UK
Burtsev Mikhail National Research Centre “Kurchatov Institute,”
Moscow
ix
x ProgramCommitteeoftheXIXInternationalConference“Neuroinformatics-2017”
Cangelosi Angelo Plymouth University, UK
Chizhov Anton Ioffe Physical Technical Institute, Russian
Academy of Sciences, St Petersburg
Dolenko Sergey Skobeltsyn Institute of Nuclear Physics
Lomonosov Moscow State University
Dolev Shlomi Ben-Gurion University of the Negev, Israel
Dosovitskiy Alexey Albert-Ludwigs-Universität, Freiburg, Germany
Dudkin Alexander United Institute of Informatics Problems, Minsk,
Belarus
Ezhov Alexander State Research Center of Russian Federation
“Troitsk institute for innovation & fusion
research,” Moscow
Frolov Alexander Institute of Higher Nervous Activity
and Neurophysiology of RAS, Moscow
Golovko Vladimir Brest State Technical University, Belarus
Hayashi Yoichi Meiji University, Kawasaki, Japan
Husek Dusan Institute of Computer Science, Czech Republic
Ivanitsky Alexey Institute of Higher Nervous Activity
and Neurophysiology of RAS, Moscow
Izhikevich Eugene Braincorporation, San Diego, USA
Jankowski Stanislaw Warsaw University of Technology, Poland
Kaganov Yuri Bauman Moscow State Technical University
Kazanovich Yakov Institute of Mathematical Problems of Biology,
Russian Academy of Sciences, Pushchino,
Moscow Region
Kecman Vojislav Virginia Commonwealth University, USA
Kernbach Serge Cybertronica Research, Research Center
of Advanced Robotics and Environmental
Science, Stuttgart, Germany
Koprinkova-Hristova Petia Institute of Information and Communication
Technologies, Bulgaria
Kussul Ernst TheNationalAutonomousUniversityofMexico,
Mexico
Litinsky Leonid ScientificResearchInstituteforSystemAnalysis,
Moscow
Makarenko Nikolay The Central Astronomical Observatory of the
Russian Academy of Sciences at Pulkovo,
Saint-Petersburg
Mishulina Olga National Research Nuclear University (MEPhI),
Moscow
Narynov Sergazy Alem Research, Almaty, Kazakhstan