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{{Paper
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https://ceur-ws.org/Vol-1975/preface.pdf
Preface
This volume contains refereed proceedings of the Sixth International conference
on Analysis of Images, Social Networks, and Texts (AIST 2017)1 . The previ-
ous conferences during 2012–2016 attracted a significant number of students,
researchers, academics, and engineers working on interdisciplinary data analysis
of images, texts, and social networks.
The broad scope of AIST made it an event where researchers from different
domains, such as image and text processing, exploiting various data analysis
techniques, can meet and exchange ideas. We strongly believe that this may
lead to cross fertilisation of ideas between researchers relying on modern data
analysis machinery. Therefore, AIST brought together all kinds of applications
of data mining and machine learning techniques. The conference allowed spe-
cialists from different fields to meet each other, present their work, and discuss
both theoretical and practical aspects of their data analysis problems. Another
important aim of the conference was to stimulate scientists and people from in-
dustry to benefit from the knowledge exchange and identify possible grounds for
fruitful collaboration.
The conference was held during July 27–29, 2017. The conference was or-
ganised in Moscow, the capital of Russia, at the campus of Moscow Polytechnic
University2 . This year, the key topics of AIST were grouped into six tracks:
1. General topics of data analysis chaired by Sergei Kuznetsov (Higher School
of Economics, Russia) and Amedeo Napoli (LORIA, France)
2. Natural language processing chaired by Natalia Loukachevitch (Lomonosov
Moscow State University, Russia) and Alexander Panchenko (University of
Hamburg, Germany)
3. Social network analysis chaired by Stanley Wasserman (Indiana University,
USA)
4. Analysis of images and video chaired by Victor Lempitsky (Skolkovo In-
stitute of Science and Technology, Russia) and Andrey Savchenko (Higher
School of Economics, Russia)
5. Optimization problems on graphs and network structures chaired by Panos
Pardalos (University of Florida, USA) and Mikhail Khachay (IMM UB RAS
& Ural Federal University, Russia)
6. Analysis of dynamic behavior through event data Wil van der Aalst (Eind-
hoven University of Technology, The Netherlands) and Irina Lomazova (Higher
School of Economics, Russia).
One of the novelties this year was the introduction of a new specialised track
on Process Mining (Track 6).
1
http://aistconf.org/
2
http://mospolytech.ru/?eng
The Program Committee and the reviewers of the conference included 167
well-known experts in data mining and machine learning, natural language pro-
cessing, image processing, social network analysis, and related areas from leading
institutions of 30 countries including Argentina, Australia, Austria, Belgium,
Brazil, Canada, China, Croatia, Czech Republic, Denmark, Egypt, Finland,
France, Germany, Greece, Hungary, India, Ireland, Japan, Lithuania, Norway,
Portugal, Qatar, Romania, Russia, Spain, Ukraine, The Netherlands, UK, and
USA. This year we have received 127 submissions mostly from Russia but also
from Algeria, Australia, Brazil, China, Finland, Germany, India, Iran, Kaza-
khstan, Latvia, Mexico, Netherlands, Norway, Turkey, USA, and Viet Nam.
Out of 127 submissions only 37 papers were accepted as regular oral papers.
Thus, the acceptance rate of this volume was around 29%. In order to encourage
young practitioners and researchers, we included 34 papers to the supplementary
proceedings after their poster presentation at the conference. Each submission
was reviewed by at least three reviewers, experts in their fields, in order to supply
detailed and helpful comments.
The conference featured several invited talks and an industry session dedi-
cated to current trends and challenges.
The keynote talk was presented by Andrzej Cichocki on “Bridge Between
Tensor Networks and Deep Neural Networks: From Fundamentals to Real Ap-
plications”.
The invited talks were:
– Stanley Wasserman (Indiana University), “Sensitivity analysis of p* and
SAOM: The effects of missing data on parameter estimates”.
– Dirk Fahland (TU Eindhoven, Netherlands), “Process Mining: Past, Present,
and Open Challenges”.
Sergey Nikolenko from the St. Petersburg Department of the Steklov Math-
ematical Institute presented a tutorial on “Deep Learning for Natural Language
Processing”.
The business speakers also covered a wide variety of topics3 . We list those
invited talks below:
– Iosif Itkin (Exactpro Systems), Industrial day opening. Keynote on “Exact-
pro and Data Analysis in London Stock Exchange: Capital Markets, Post
Trade and Information Services”.
– Dmitry Bugaychenko (OK.ru), “Odnoklassniki Data Science Research Ini-
tiative”.
– Olga Megorskaya (Yandex), “Yandex Toloka: Crowdsource Your Data”.
– Artur Kuzin (Avito), “AvitoNet: computer vision service in Avito”.
– Alexander Zhebrak, Arthur Kadurin, Daniil Polykovskiy (Insilico Medicine),
“Artificial Intelligence for Drug Discovery”.
3
the detailed program of AIST 2017 Business Day can be found at a separate website:
http://aistconf.ru
iv
We would like to thank the authors for submitting their papers and the
members of the Program Committee for their efforts in providing exhaustive
reviews. We would also like to express special gratitude to all the invited speakers
and industry representatives.
We deeply thank all the partners and sponsors. Our golden sponsors is Exact-
pro. Exactpro, a fully owned subsidiary of the London Stock Exchange Group,
specialises in quality assurance for exchanges, investment banks, brokers, and
other financial sector organisations. Our special thanks goes to Springer for their
help, starting from the first conference call to the final version of the proceed-
ings. Last but not least, we are grateful to all organisers, especially to Marina
Danshina, and the volunteers, whose endless energy saved us at the most critical
stages of the conference preparation.
Traditionally, we would like to mention the Russian word “aist” is more
than just a simple abbreviation (in Cyrillic) - it means a “stork.” Since it is a
wonderful free bird, a symbol of happiness and peace, this stork brought us the
inspiration to organise the AIST conference. So we believe that this young and
rapidly growing conference will likewise be bringing inspiration to data scientists
around the world!
October, 2017 Wil van der Aalst
Michael Khachay
Sergei Kuznetsov
Victor Lempitsky
Irina Lomazova
Natalia Loukachevitch
Amedeo Napoli
Alexander Panchenko
Panos Pardalos
Andrey Savchenko
Stanley Wasserman
Dmitry Ignatov
v
Organisation
Program Committee Chairs
Wil van der Aalst Technische Universiteit Eindhoven, The Netherlands
Mikhail Khachay Krasovskii Institute of Mathematics and Mechanics of
RAS, Russia & Ural Federal University, Yekaterinburg,
Russia
Sergei Kuznetsov National Research University Higher School of Eco-
nomics, Moscow, Russia
Amedeo Napoli LORIA CNRS, University of Lorraine, and INRIA,
Nancy, France
Victor Lempitsky Skolkovo Institute of Science and Technology, Russia
Irina Lomazova National Research University Higher School of Eco-
nomics, Moscow, Russia
Natalia Loukachevitch Computing Centre of Lomonosov Moscow State Univer-
sity, Russia
Alexander Panchenko Hamburg University, Germany & Université catholique
de Louvain, Belgium
Panos Pardalos University of Florida, US
Andrey Savchenko National Research University Higher School of Eco-
nomics, Nizhny Novgorod, Russia
Stanley Wasserman Indiana University, US
Proceedings Chair
Dmitry Ignatov National Research University Higher School of Eco-
nomics, Russia
Business Day Chair
Rostislav Yavorskiy National Research University Higher School of Eco-
nomics, Moscow
Steering Committee
Dmitry Ignatov National Research University Higher School of Eco-
nomics, Russia
Mikhail Khachay Krasovskii Institute of Mathematics and Mechanics of
RAS, Russia & Ural Federal University, Yekaterinburg,
Russia
Alexander Panchenko University of Hamburg, Germany
Rostislav Yavorskiy National Research University Higher School of Eco-
nomics, Russia
Program Committee
Mehwish Alam Université Paris 13, France
Gabriela Arevalo Universidad Austral, Argentina
Artem Babenko Yandex, Russia
Jaume Baixeries Universitat Politècnica de Catalunya, Spain
Artem Baklanov International Institute for Applied Systems Analy-
sis, Austria
Sergey Bartunov National Research University Higher School of Eco-
nomics, Moscow, Russia & DeepMind, UK
Timo Baumann Universität Hamburg, Germany
Darina Benikova University of Duisburg-Essen, Germany
Malay Bhattacharyya Indian Institute of Engineering Science and Technol-
ogy, India
Chris Biemann Technische Universität Darmstadt, Germany
Elena Bolshakova Moscow State Lomonosov University, Russia & Na-
tional Research University Higher School of Eco-
nomics, Russia
Anastasia Bonch- National Research University Higher School of Eco-
Osmolovskaya nomics, Russia
Aurélien Bossard Université Paris 8, France
Jean-Leon Bouraoui CENTAL (Université Catholique de Louvain), Bel-
gium
Joos Buijs Eindhoven University of Technology, The Nether-
lands
Andrea Burattin Technical University of Denmark, Denmark
Evgeny Burnaev Institute for Information Transmission Problems of
RAS, Russia
Aleksey Buzmakov INRIA-LORIA(CNRS-Université de Lorraine),
Nancy, France & National Research University
Higher School of Economics, Perm, Russia
Ignacio Cassol Universidad Austral, Argentina
Artem Chernodub Institute of Mathematical Machines and Systems of
NASU, Ukraine
Vladimir Chernov Institute for Image Processing of RAS, Russia
Ekaterina Chernyak National Research University Higher School of Eco-
nomics, Moscow, Russia
Marina Chicheva Samara State Aerospace University, Russia
Bonaventura Coppola Technische Universität Darmstadt, Germany
Hernani Costa University of Malaga, Spain
Massimiliano de Leoni Eindhoven University of Technology, The Nether-
lands
Boris Dobrov Lomonosov Moscow State University, Russia
vii
Sofia Dokuka National Research University Higher School of Eco-
nomics, Moscow, Russia
Florent Domenach Akita International University, Japan
Alexey Drutsa Lomonosov Moscow State University & Yandex,
Russia
Mirela-Stefania Duma University of Hamburg, Germany
Richard Eckart de Castilho Technische Universität Darmstadt, Germany
Judith Eckle-Kohler UKP Lab, Technische Universität Darmstadt, Ger-
many
Maria Eskevich Radboud University Nijmegen, The Netherlands
Dirk Fahland Technische Universiteit Eindhoven, The Netherlands
Stefano Faralli University of Mannheim, Germany
Victor Fedoseev Samara National Research University, Russia
Michael Figurnov Skolkovo Institute of Science and Technology, Russia
Elena Filatova City University of New York, US
Kerstin Fischer University of Southern Denmark, Denmark
Fedor Fomin University of Bergen, Norway
Thomas Francois Université catholique de Louvain, Belgium
Oleksandr Frei Universitetet i Oslo, Norway
Edward Kh. Gimadi Sobolev Institute of Mathematics of RAS, Russia
Ivan Gostev National Research University Higher School of Eco-
nomics, Moscow, Russia
Natalia Grabar Université Lille 3 & CNRS, France
Dmitry Granovsky Yandex, Russia
Alexey Gruzdev Intel, Russia
Ivan Habernal Technische Universität Darmstadt, Germany
Mena Habib Maastricht University, The Netherlands
Marianne Huchard Université Montpellier 2 & CNRS, France
Dmitry Ignatov National Research University Higher School of Eco-
nomics, Moscow, Russia
Dmitry Ilvovsky National Research University Higher School of Eco-
nomics, Moscow, Russia
Vladimir Ivanov Innopolis University, Russia
Pei Jun Hefei University of Technology, China
Anna Kalenkova National Research University Higher School of Eco-
nomics, Moscow, Russia
Nikolay Karpov National Research University Higher School of Eco-
nomics, Nizhniy Novgorod, Russia
Egor Kashkin V. V. Vinogradov Russian Language Institute of
RAS, Russia
Mehdi Kaytoue LIRIS - INSA de Lyon, France
Alexander Kelmanov Sobolev Institute of Mathematics of RAS, Russia
Oleg Khamisov Melentiev Institute of Energy Systems of RAS, Rus-
sia
Andrey Kibzun Moscow Aviation Institute, Russia
viii
Edward Klyshinsky the HSE Moscow Institute of Electronics and Math-
ematics, Russia
Yury Kochetov Sobolev Institute of Mathematics of RAS, Russia
Ekaterina Kochmar University of Cambridge, UK
Sergei Koltcov National Research University Higher School of Eco-
nomics, St. Petersburg, Russia
Olessia Koltsova National Research University Higher School of Eco-
nomics, St. Petersburg, Russia
Jan Konecny Palacky University, Czech Republic
Daniil Kononenko Skolkovo Institute of Science and Technology, Russia
Natalia Konstantinova University of Wolverhampton, UK
Andrey Kopylov Tula State University, Russia
Mikhail Korobov ScrapingHub Inc., Ireland
Anton Korshunov Institute for System Programming of RAS, Russia
Evgeny Kotelnikov Vyatka State University, Russia
Ilias Kotsireas Wilfrid Laurier University, Canada
Olga Krasotkina Lomonosov Moscow State University, Russia
Tomas Krilavicius Vytautas Magnus University, Lithuania
Victor Kulikov Institute of Automation and Electrometry of RAS,
Russia
Valentina Kuskova National Research University Higher School of Eco-
nomics, Moscow, Russia
Andrey Kutuzov Universitetet i Oslo, Norway
Andrey Kuzmin Skolkovo Institute of Science and Technology, Russia
Andrey Kuznetsov Samara State Aerospace University, Russia
Sergei Kuznetsov National Research University Higher School of Eco-
nomics, Moscow, Russia
Alexander Lazarev Institute of Control Sciences of RAS, Russia
Florence Le Ber Université de Strasbourg, France
Vadim Lebedev Skolkovo Institute of Science and Technology, Russia
Victor Lempitsky Skolkovo Institute of Science and Technology, Russia
Alexander Lepskiy National Research University Higher School of Eco-
nomics, Moscow, Russia
Benjamin Lind Anglo-American School of St. Petersburg, Russia
Irina Lomazova National Research University Higher School of Eco-
nomics, Moscow, Russia
Natalia Loukachevitch Lomonosov Moscow State University, Russia
Olga Lyashevskaya National Research University Higher School of Eco-
nomics, Moscow, Russia
Yury Malkov Institute of Applied Physics of RAS, Russia
Luis Marujo Carnegie Mellon University, US & Instituto Superior
Técnico, Portugal
Sérgio Matos Universidade de Aveiro, Portugal
Yelena Mejova Qatar Computing Research Institute, Qatar
Nizar Messai Université François Rabelais Tours, France
ix
Tristan Miller Technische Universität Darmstadt, Germany
Olga Mitrofanova St. Petersburg State University, Russia
Evgeny Myasnikov Samara National Research University, Russia
Sergey Nikolenko Steklov Mathematical Institute, St. Petersburg,
Russia
Vassilina Nikoulina Xerox Research Center Europe, France
Damien Nouvel Université Sorbonne, France
Dimitri Nowicki Institute of Mathematical Machines and Systems of
NASU, Ukraine
Panos Pardalos University of Florida, US
Georgios Petasis National Centre for Scientific Research “Demokri-
tos”, Greece
Stefan Pickl Universität der Bundeswehr München, Germany
Lidia Pivovarova University of Helsinki, Finland
Vladimir Pleshko RCO, Russia
Hernan Ponce-De-Leon fortiss GmbH, Germany
Alexander Porshnev National Research University Higher School of Eco-
nomics, Nizhniy Novgorod, Russia
Alexey Potapov AIDEUS, Russia
Surya Prasath University of Missouri-Columbia, US
Uta Priss Ostfalia Universiy of Applied Sciences, Germany
Oleg Prokopyev University of Pittsburgh, US
Artem Pyatkin Novosibirsk State University & Sobolev Institute of
Mathematics, Russia
Carlos Ramisch Aix Marseille University, France
Alexandr Rassadin KPMG, Russia & National Research University
Higher School of Economics, Nizhniy Novgorod,
Russia
Artem Revenko Semantic Web Company GmbH, Austria
Evgeniy Riabenko National Research University Higher School of Eco-
nomics, Moscow, Russia
Martin Riedl University of Hamburg, Germany
Alexey Romanov University of Massachusetts Lowell, US
Andrey Ronzhin St.Petersburg Institute for Informatics and Automa-
tion of Russian Academy of Sciences, Russia
Alexandra Roshchina Institute of Technology Tallaght, Ireland
Eugen Ruppert Technische Universität Darmstadt, Germany
Christian Sacarea Babes-Bolyai University, Hungary
Mohammed Abdel-Mgeed Ain Shams University, Cairo
M. Salem
Sheikh Muhammad Sarwar University of Massachusetts Amherst, US
Andrey Savchenko National Research University Higher School of Eco-
nomics, Nizhniy Novgorod, Russia
Friedhelm Schwenker Ulm University, Germany
x
Alexander Semenov National Research University Higher School of Eco-
nomics, Moscow, Russia
Oleg Seredin Tula State University, Russia
Andrey Shcherbakov University of Melbourne, Australia
Oleg Slavin Institute for Systems Analysis of Russian Academy
of Sciences
Jan Snajder University of Zagreb, Croatia
Henry Soldano Université Paris 13, France
Tobias Staron Universität Hamburg, Germany
Dmitry Stepanov Program System Institute of RAS, Russia
Vadim Strijov Computing Center of RAS, Russia
Maria Sukhareva Goethe University Frankfurt, Germany
Diana Sungatullina Skolkovo Institute of Science and Technology, Russia
Laszlo Szathmary University of Debrecen, Hungary
Irina Temnikova Qatar Computing Research Institute, Qatar
Diana Troanca Babes-Bolyai University, Hungary
Christos Tryfonopoulos University of Peloponnese, Greece
Denis Turdakov Institute for System Programming of RAS, Russia
Dmitry Ulyanov Skolkovo Institute of Science and Technology, Russia
Dmitry Ustalov Krasovskii Institute of Mathematics and Mechanics
of RAS, Russia & Ural Federal University, Yekater-
inburg, Russia
Evgeniya Ustinova Skolkovo Institute of Science and Technology, Russia
Alexander Vakhitov St.Petersburg State University, Russia
Wil van der Aalst Eindhoven University of Technology, The Nether-
lands
Natalia Vassilieva Hewlett Packard Enterprise, US
Dmitry Vetrov Moscow State University & National Research Uni-
versity Higher School of Economics, Moscow, Russia
Renato Vimieiro Universidade Federal de Pernambuco
Ekaterina Vylomova The University of Melbourne, Australia
Roman Yangarber University of Helsinki, Finland
Rostislav Yavorsky National Research University Higher School of Eco-
nomics, Moscow, Russia
Marcos Zampieri University of Wolverhampton, UK
Nikolai Zolotykh University of Nizhniy Novgorod, Russia
Olga Zvereva Ural Federal University, Russia
Additional Reviewers
Sujoy Chatterjee Vladimir Khandeev
Anton Eremeev Sofya Kulikova
Aleksey Glebov Abhishek Kumar
Alexei Glebov Alexander Plyasunov
Sergey Khamidullin Vladimir Servakh
xi
Organising Committee
Rostislav Yavorskiy, Conference Chair National Research University Higher
School of Economics, Russia
Andrey Novikov, Head of Organization National Research University Higher
School of Economics, Russia
Marina Danshina, Venue Organization Moscow Polytechnic University, Russia
& Management
Anna Ukhanaeva, Information Partners National Research University Higher
and Communications School of Economics, Russia
Anna Kalenkova, Visa Support and National Research University Higher
International Communications School of Economics, Russia
Alexander Gnevshev, Venue Moscow Polytechnic University, Russia
Organization & Management
Volunteers
Daniil Bannyh Moscow Polytechnic University, Russia
Ksenia Belkova Moscow Polytechnic University, Russia
Tatiana Mishina Moscow Polytechnic University, Russia
Zahar Kuhtenkov Moscow Polytechnic University, Russia
Maxim Pasynkov Krasovsky Institute of Mathematics and Mechanics
of RAS, Russia, Yekaterinburg
Ivan Poylov Moscow Polytechnic University, Russia
Sponsors
Golden sponsor: Exactpro
Bronze sponsor: Springer
xii
Table of Contents
Statistical Description of Russian Texts: Parameters and Factors . . . . . . . . 1
Anastasia Amieva, Viktor Filimonov, Andrey Zhivodyorov and Anna
Kramarenko
Baselines and Symbol N-Grams: Simple Part-Of-Speech Tagging of
Russian . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 9
Nikolay Arefyev and Pavel Ermolaev
A Uniform Morphological Analyzer for the Kazakh and Turkish Languages 20
Gulmira Bekmanova, Altynbek Sharipbay, Gulila Altenbek, Esref Adali,
Lena Zhetkenbay, Unzila Kamanur and Altanbek Zulkhazhav
Extraction of Named Entities from Semi-Structured Texts for Medical
Domain . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 31
Natalia Zhukova, Maksim Berezov, Sergey Lebedev and Ekaterina Zavad-
skaya
Architecture and Implementation of an Intelligent News Analysis System 41
Yury Gapanyuk, Sergey Chernobrovkin, Igor Latkin, Aleksey Leontiev,
Grigory Ozhegov, Alexander Opryshko and Maxim Myalkin
Automatic Compilation of Person’s Information Portraits as an
Instrument of Historical Research . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 56
Anna Glazkova, Valery Kruzhinov and Zinaida Sokova
Optimization Task in Equivalent to word2vec Matrix Factorization . . . . . . 63
Victor Kantor
Development of a Model to Predict Intention Using Deep Learning . . . . . . 69
Nikolay Karpov, Alexander Demidovskij and Alexey Malafeev
Comparison of Vector Space Representations of Documents for the
Task of Matching Contents of Educational Course Programmes . . . . . . . . . 79
Julius Klenin and Dmitry Botov
Applicability of Automatically Generated Thesauri to Text
Classification in Specific Domains . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 91
Ksenia Lagutina, Ivan Shchitov, Nadezhda Lagutina and Ilya Para-
monov
Ontology-Based Approach to Academic Style Marker Identification . . . . . . 99
Viacheslav Lanin and Sofia Philipson
Author Gender Prediction in Russian Social Media Texts . . . . . . . . . . . . . . 105
Tatiana Litvinova, Dmitry Gudovskikh, Alexandr Sboev, Pavel Seredin,
Olga Litvinova, Dina Pisarevskaya and Paolo Rosso
Generalizable Architecture for Robust Word Vectors Tested by Noisy
Paraphrases . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 111
Valentin Malykh
Automatization of Scientific Articles Classification According to UDC . . . 122
Aleksandr Romanov, Konstantin Lomotin and Ekaterina Kozlova
Linguistic Processor Based on Object-Attribute Grammar . . . . . . . . . . . . . . 134
Sergey Salibekyan and Petr Panfilov
Active Learning Strategy for Text Categorization Based on Support
Vectors Relative Positioning . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 146
Vladimir Vakourin, Andrei Kopylov, Konstantin Mertsalov and Oleg
Seredin
Artificial Intelligence User Support System for SAP Enterprise
Resource Planning . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 156
Vladimir Vlasov, Victoria Chebotareva, Marat Rakhimov and Sergey
Kruglikov
Stance Detection in Russian: a Feature Selection and Machine Learning
Based Approach . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 166
Sergey Vychegzhanin and Evgeny Kotelnikov
Bank Licenses Revocation Modeling . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 180
Jaroslav Bologov, Konstantin Kotik, Alexander Andreev and Alexey
Kozionov
Formation of Coalition Structures as a Non-Cooperative Game . . . . . . . . . 188
Dmitry Levando
Adaptation Algorithm of the Computer Text Font Size for Optimal
Perception . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 198
Alexander Varnavsky
Multichannel Image Segmentation Algorithm for Agricultural Crop
Detection . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 209
Anna Denisova, Andrey Kuznetsov and Nikolay Glumov
An Algorithm for Image Time Series Forgery Detection Based on the
Anomalies Detection . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 217
Nadezhda Evdokimova and Vladislav Myasnikov
Feature Engineering for Tree Leaf Classifier . . . . . . . . . . . . . . . . . . . . . . . . . . 224
Daria Korotaeva and Maksim Khlopotov
xiv
Learning to Play Pong Video Game via Deep Reinforcement Learning . . . 236
Ilya Makarov, Andrej Kashin and Alisa Korinevskaya
Fast Multigrid Pattern Search for Motion Estimation in Hybrid
Compression Systems . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 242
Van Truong Nguyen and Andrey Aleksandrovich Tropchenko
A Method for Describing and Recognizing Fragments of Visual Scenes
Based on Analysis of Descriptors Trajectories in the Feature Space . . . . . . 254
Mikhail Petrushan, Mikhail Kopeliovich, Aik Kurdoglyan and Anatoly
Samarin
Automated Area Assessment of Objects Using Deep Learning Approach
and Satellite Imagery Data . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 263
Kirill Tsyganov, Alexey Kozionov, Jaroslav Bologov, Alexandr Andreev,
Oleg Mangutov and Ivan Gorokhov
Similar Product Clustering for Long-Tail Cross-Sell Recommendations . . . 273
Vladislav Grozin and Alla Levina
An Algorithm for Packing Circles of Two Types in a Fixed Size
Container with Non-Euclidean Metric . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 281
Anna Lempert, Alexander Kazakov and Quang Mung Le
On a Typology of Nodes and Its Applications in Network Analysis . . . . . . 293
Vladimir Matveenko
Process Model Repair by Detecting Unfitting Fragments . . . . . . . . . . . . . . . 301
Alexey A. Mitsyuk, Irina A. Lomazova, Ivan S. Shugurov and Wil M.
P. van der Aalst
A Survey of Smart Cards Data Mining . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 314
Dmitry Namiot and Manfred Sneps-Sneppe
Structural Patterns for System Sustainability: Experimental Study . . . . . . 326
Olga Zvereva, Dmitry B. Berg and Andrey Kondratyev
xv