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https://ceur-ws.org/Vol-2268/preface.pdf
Preface
This volume contains the refereed proceedings of the 7th International Con-
ference on Analysis of Images, Social Networks, and Texts (AIST 2018)1 . The
previous conferences during 2012–2017 attracted a significant number of data
scientists – students, researchers, academics, and engineers working on interdis-
ciplinary 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 specialists 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 industry to benefit from
the knowledge exchange and identify possible grounds for fruitful collaboration.
The conference was held during July 5–7, 2018. The conference was orga-
nized in Moscow, the capital of Russia, on the campus of Moscow Polytechnic
University (MPU)2 .
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 Goran Glavaš (University of Mannheim,
Mannheim, Germany);
3. Social Network Analysis chaired by Vladimir Batagelj (University of
Ljubljana, Slovenia) and Olessia Koltsova (Higher School of Economics, Rus-
sia);
4. Analysis of images and video chaired by Marcello Pelillo (University of
Venice, Italy) 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 Michael Khachay (IMM
UB RAS and Ural Federal University, Russia);
6. Analysis of dynamic behavior through event data chaired by Wil
van der Aalst (RWTH Aachen University, Germany) and Irina Lomazova
(Higher School of Economics, Russia).
The Programme Committee and the reviewers of the conference included 154
well-known experts in data mining and machine learning, natural language pro-
1
http://aistconf.org/
2
http://mospolytech.ru/?eng
cessing, image processing, social network analysis, and related areas from leading
institutions of 32 countries including Argentina, Australia, Austria, Bangladesh,
Canada, China, Croatia, Czech Republic, Denmark, Egypt, Finland, France,
Germany, Greece, India, Italy, Kazakhstan, Lithuania, Norway, Qatar, Roma-
nia, Russia, Slovenia, Spain, Switzerland, Vietnam, Taiwan, Turkey, Ukraine,
The Netherlands, UK, and USA. This year we received 107 submissions mostly
from Russia but also from Austria, Bangladesh, Finland, Germany, , Norway,
Switzerland, Taiwan, Turkey, Ukraine, USA, and Vietnam.
Out of 107 submissions, only 29 papers were accepted as regular oral pa-
pers. Thus, the acceptance rate of this volume was around 36% (not taking into
account 26 automatically rejected papers). In order to encourage young practi-
tioners and researchers, we included 28 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 topical opening talk was presented by Rostislav Yavorskiy on “Visual-
ization of Data Science Community in Russia.”
The invited talks were:
– Anne Rozinat (Fluxicon), “Process Mining: Discovering Process Maps from
Data”;
– Goran Glavaš (University of Mannheim), “Cars, Drivers, Vehicles, and
Wheels: Specializing Distributional Word Vectors for Lexico-Semantic Relations”;
– Gleb Gusev (Yandex and Moscow Institute of Physics and Technology),
“Machine Learning Research in Yandex and CatBoost”;
– Ekaterina Chernyak of HSE and Sberbank presented a tutorial on “Super-
vised Methods in Natural Language Processing.”
The business speakers also covered a wide variety of topics. We list those
invited talks below:
– Iosif Itkin (Exactpro Systems), “The World’s Most Valuable Commodity”;
– Maksim Balashevich (Santiment), “Crypto assets valuation”;
– Ilya Utekhin (the European University at St. Petersburg), “On understand-
ing users for human-centered design”;
– Denis Stepanov (JetBrains), “Workshop: Data visualization with datalore.plot
in research, education and just for fun”;
– Eugeny Malyutin (OK.ru), “Trend detection at OK”;
– Oleg Klepikov (Center for Applied Neuroeconomics), “Psychometric beha-
vorial classification of banking clients – a case study”;
– Dmitriy Skougarevskiy (the European University at St. Petersburg), “Se-
mantic representation of accident reports to understand the dark figure of crime.”
Under a special agreement between the responsible program co-chairs and
the proceedings chair, due to its interdisciplinary nature, one paperwas set to a
special section on Innovative Systems (outside of the main tracks).
vi
We would like to thank the authors for submitting their papers and the
members of the Programme Committee for their efforts in providing exhaustive
reviews.
According to the Program Chairs taking into account the obtained reviews
and presentation quality, the best paper awards were granted to the following
papers:
Track 1. General topics of data analysis: “Lookup Lateration: Mapping
of Received Signal Strength to Position for Geo-Localization in Outdoor Urban
Areas” by Andrey Shestakov, Attila Kertesz-Farkas, Dmitri Shmelkin and Danila
Doroshin;
Track 2. Natural language processing: “Learning representations for soft
skill matching” by Luiza Sayfullina, Eric Malmi and Juho Kannala;
Track 3. Social network analysis: “Organizational networks revisited: Pre-
dictors of headquarters-subsidiary relationship perception” by Antonina Milekhina,
Valentina Kuskova and Elena Artyukhova;
Track 4. Analysis of Images and Video: “Application of Fully Convolu-
tional Neural Networks to Mapping Industrial Oil Palm Plantations” by Artem
Baklanov, Mikhail Khachay and Maxim Pasynkov;
Track 5. Optimization problems on graphsand network structures:
“Efficient PTAS for the Euclidean CVRP with Time Windows” by Michael
Khachay and Yuri Ogorodnikov;
Track 6. Analysis of dynamic behavior through event data: “Neural
Approach to the Discovery Problem in Process Mining” by Timofey Shunin,
Natalia Zubkova and Sergey Shershakov.
We would also like to express our special gratitude to all the invited speakers
and industry representatives.
We deeply thank all the partners and sponsors. Our golden sponsors is Ex-
actpro.
Exactpro, a fully owned subsidiary of the London Stock Exchange Group,
specializes in quality assurance for exchanges, investment banks, brokers, and
other financial sector organizations. Our special thanks go to Springer for their
help, starting from the first conference call to the final version of the proceedings.
JetBrains covered important conference expenses while Springer sponsored the
best paper awards. Last but not least, we are grateful to the dean of Informa-
tion Technologies Faculty of MPU, Andrey Phillipovich, and all the organizers,
especially to Andrey Novikov and Marina Danshina, and the volunteers, whose
endless energy saved us at the most critical stages of the conference preparation.
Here, 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 gave us the inspiration
to organize the AIST conference. So we believe that this young and rapidly
growing conference will likewise be bringing inspiration to data scientists around
the world!
vii
October 2018 Wil van der Aalst
Vladimir Batagelj
Goran Glavaš
Dmitry Ignatov
Michael Khachay
Olessia Koltsova
Sergei Kuznetsov
Irina Lomazova
Natalia Loukachevitch
Amedeo Napoli
Alexander Panchenko
Panos Pardalos
Marcello Pelillo
Andrey Savchenko
viii
Organisation
Program Committee Chairs
Wil van der Aalst RWTH Aachen University, Germany
Vladimir Batagelj University of Ljubljana, Ljubljana, Slovenia
Goran Glavaš University of Mannheim, Mannheim, Germany
Michael Khachay Krasovskii Institute of Mathematics and Mechanics of
Russian Academy of Sciences, Russia & Ural Federal
University, Yekaterinburg, Russia
Sergei Kuznetsov National Research University Higher School of Eco-
nomics, Moscow, Russia
Olessia Koltsova National Research University Higher School of Eco-
nomics, St. Petersburg, Russia
Amedeo Napoli LORIA CNRS, University of Lorraine, and INRIA,
Nancy, France
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 University of Hamburg, Germany & Université
catholique de Louvain, Belgium
Panos Pardalos University of Florida, US
Marcello Pelillo University of Venice, Italy
Andrey Savchenko National Research University Higher School of Eco-
nomics, Nizhny Novgorod, Russia
Proceedings Chair
Dmitry I. 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 I. Ignatov National Research University Higher School of Eco-
nomics, Russia
Michael Khachay Krasovskii Institute of Mathematics and Mechanics of
Russian Academy of Sciences, Russia & Ural Federal
University, Yekaterinburg, Russia
Alexander Panchenko University of Hamburg, Germany & Université
catholique de Louvain, Belgium
Rostislav Yavorskiy National Research University Higher School of Eco-
nomics, Russia
Program Committee
Ekaterina Arkhangelskaya St. Petersburg Department of Steklov Institute of
Mathematics of Russian Academy of Sciences, Rus-
sia
Aleksey Artamonov Neuromation, US
Xiang Bai Huazhong University of Science and Technology,
China
Jaume Baixeries Universitat Politècnica de Catalunya, Spain
Amir Bakarov National Research University Higher School of Eco-
nomics, Russia
Artem Baklanov International Institute for Applied Systems Analy-
sis, Austria
Lamberto Ballan University of Padova, Italy
Vladimir Batagelj Institute of Mathematics, Physics and Mechanics,
Slovenia
Timo Baumann University of Hamburg, Germany
Malay Bhattacharyya Indian Statistical Institute, Kolkata
Chris Biemann University of Hamburg, Germany
Battista Biggio University of Cagliari, Italy
Elena Bolshakova Lomonosov Moscow State University, Russia
Samuel Bulò Fondazione Bruno Kessler, Italy
Andrea Burattin Technical University of Denmark, Denmark
Evgeny Burnaev Skolkovo Institute of Science and Technology, Russia
Aleksey Buzmakov National Research University Higher School of Eco-
nomics, Perm, Russia
Ignacio Cassol Universidad Austral, Argentina
Artem Chernodub Institute of Mathematical Machines and Systems
Problems of National Academy of Sciences of
Ukraine, Ukraine
Mikhail Chernoskutov Krasovskii Institute of Mathematics and Mechanics
of the Ural Branch of the Russian Academy of Sci-
ences and Ural Federal University, Russia
x
Bonaventura Coppola University of Trento, Italy
Hernani Costa University of Malaga, Spain
Massimiliano de Leoni Eindhoven University of Technology, the Nether-
lands
Boris Dobrov Recearch Computing Center of Lomonosov Moscow
State University, Russia
Sofia Dokuka National Research University Higher School of Eco-
nomics, Russia
Dirk Fahland Eindhoven University of Technology, the Nether-
lands
Stefano Faralli University of Mannheim, Germany
Victor Fedoseev Samara National Research University, Russia
Elena Filatova City University of New York, US
Olga Gerasimova National Research University Higher School of Eco-
nomics, Russia
Edward Kh. Gimadi Sobolev Institute of Mathematics of the Siberian
Branch of the Russian Academy of Sciences, Rus-
sia
Goran Glavaš University of Mannheim, Germany
Ivan Gostev National Research University Higher School of Eco-
nomics, Russia
Natalia Grabar STL CNRS Université Lille 3, France
Artem Grachev Samsung R&D, Russia
Dmitry Granovsky Yandex, Russia
Anna Gromova Exactpro, Russia
Marianne Huchard LIRMM, Université Montpellier 2 et CNRS, France
Dmitry Ignatov National Research University Higher School of Eco-
nomics, Russia
Dmitry Ilvovsky National Research University Higher School of Eco-
nomics, Russia
Vladimir Ivanov Innopolis University, Russia
Pei Jun Hefei University of Technology, China
Alex Jung Aalto University, Finland
Anna Kalenkova National Research University Higher School of Eco-
nomics, Russia
Ilia Karpov National Research University Higher School of Eco-
nomics, Russia
Nikolay Karpov National Research University Higher School of Eco-
nomics, Nizhniy Novgorod, Russia
Egor Kashkin Vinogradov Russian Language Institute of Russian
Academy of Sciences, Russia
Alexander Kelmanov Sobolev Institute of Mathematics of Siberian Branch
of Russian Academy of Sciences, Russia
Attila Kertesz-Farkas National Research University Higher School of Eco-
nomics, Russia
xi
Michael Khachay Krasovskii Institute of Mathematics and Mechanics,
Ural Branch of Russian Academy of Sciences and
Ural Federal University, Russia
Sergey Khamidullin Sobolev Institute of Mathematics, Siberian Branch
of Russian Academy of Sciences, Russia
Oleg Khamisov Melentiev Energy Systems Institute, Siberian
Branch of the Russian Academy of Sciences, Rus-
sia
Vladimir Khandeev Sobolev Institute of Mathematics, Siberian Branch
of Russian Academy of Sciences, Russia
Alexander Kharlamov National Research University Higher School of Eco-
nomics, Russia
Javad Khodadoust National Research University Higher School of Eco-
nomics, Russia
Konstantin Kobylkin Krasovskii Institute of Mathematics and Mechanics,
Ural Branch of Russian Academy of Sciences, Russia
Yury Kochetov Sobolev Institute of Mathematics, Siberian Branch
of Russian Academy of Sciences, Russia
Sergei Koltcov National Research University Higher School of Eco-
nomics, Russia
Olessia Koltsova National Research University Higher School of Eco-
nomics, Russia
Jan Konecny Palacky University, Czech Republic
Andrey Kopylov Tula State University, Russia
Mikhail Korobov ScrapingHub Inc., Ireland
Evgeny Kotelnikov Vyatka State University, Russia
Ilias Kotsireas Wilfrid Laurier University and Maplesoft, Canada
Fedor Krasnov Gazprom Neft, Russia
Olga Krasotkina Markov Processes International, US
Ekaterina Krekhovets National Research University Higher School of Eco-
nomics, Russia
Tomas Krilavicius Vytautas Magnus University, Lithuania
Rauf Kurbanov Neuromation, US
Andrey Kutuzov University of Oslo, Norway
Andrey Kuznetsov Samara National Research University, Russia
Sergei Kuznetsov National Research University Higher School of Eco-
nomics, Russia
Florence Le Ber ICube Laboratory and Ecole Nationale du Génie de
l’Eau et de l’Environnement de Strasbourg, France
Alexander Lepskiy National Research University Higher School of Eco-
nomics, Russia
Benjamin Lind Anglo-American School of St. Petersburg, Russia
Ma Lizhuang Shanghai Jiao Tong University, China
Nikola Ljubešić Jožef Stefan Institute, Slovenia and University of Za-
greb, Croatia
xii
Irina Lomazova National Research University Higher School of Eco-
nomics, Russia
Natalia Loukashevich Lomonosov Moscow State University, Russia
Ilya Makarov National Research University Higher School of Eco-
nomics, Russia
Alexey Malafeev National Research University Higher School of Eco-
nomics, Russia
Yury Malkov Institute of Applied Physics of the Russian Academy
of Sciences, Russia
Eric Malmi Google, Switzerland
Luis Marujo Snap Research and Carnegie Mellon University, US
Eyasu Zemene Mequanint Ca’Focasri University of Venice, Italy
Nizar Messai LI - Université François Rabelais, France
Tristan Miller Technische Universität Darmstadt, Germany
Olga Mitrofanova St. Petersburg State University, Russia
Evgeny Myasnikov Samara National Research University, Russia
Federico Nanni University of Mannheim, Germany
Amedeo Napoli Université de Lorraine, Nancy, France
Kirill Nikolaev National Research University Higher School of Eco-
nomics, Russia
Damien Nouvel Institut National des Langues et Civilisations Ori-
entales, France
Evgeniy M. Ozhegov Higher School of Econommics
Alina Ozhegova National Research University Higher School of Eco-
nomics
Anna Panasenko Novosibirsk State University, Russia
Alexander Panchenko University of Hamburg, Germany
Panos Pardalos University of Florida, US
Marcello Pelillo University of Venice, Italy
Georgios Petasis National Centre for Scientific Research “Demokri-
tos”
Stefan Pickl Universität der Bundeswehr München
Lidia Pivovarova University of Helsinki, Finland
Vladimir Pleshko RCO LLC, Russia
Alexander Porshnev National Research University Higher School of Eco-
nomics, Nizhniy Novgorod, Russia
Surya Prasath Cincinnati Children’s Hospital Medical Center, US
Andrea Prati University of Parma, Italy
Artem Pyatkin Novosibirsk State University and Sobolev Insti-
tute of Mathematics, Siberian Branch of Russian
Academy of Sciences, Russia
Evgeniy Riabenko Facebook, UK
Martin Riedl University of Stuttgart, Germany
Alexey Romanov University of Massachusetts Lowell, US
Yuliya Rubtsova Ershov Institute of Informatics Systems, Siberian
Branch of Russian Academy of Sciences, Russia
xiii
Alexey Ruchay Chelyabinsk State University, Russia
Eugen Ruppert University of Hamburg, Germany
Christian Sacarea Babes-Bolyai University, Romania
Mohammed Abdel-Mgeed German University in Cairo, Egypt
M. Salem
Andrey Savchenko National Research University Higher School of Eco-
nomics, Nizhniy Novgorod, Russia
Friedhelm Schwenker Ulm University, Germany
Oleg Seredin Tula State University, Russia
Andrey Shcherbakov University of Melbourne, Australia
Henry Soldano Université Paris-Nord, France
Alexey Sorokin Lomonosov Moscow State University, Russia
Tobias Staron University of Hamburg, Germany
Dmitry Stepanov Ailamazyan Program Systems Institute of Russian
Academy of Sciences, Russia
Vadim Strijov Dorodnicyn Computing Centre of Russian Academy
of Sciences, Russia
Diana Sungatullina Skolkovo Institute of Science and Technology, Russia
Yonatan Tariku University of Central Florida, US
Irina Temnikova Qatar Computing Research Institute, Qatar
Rocco Tripodi University of Venice, Italy
Diana Troanca Babes-Bolyai University, Romania
Christos Tryfonopoulos University of Peloponnese, Greece
Elena Tutubalina Kazan Federal University, Russia
Dmitry Ustalov University of Mannheim, Germany
Wil van der Aalst RWTH Aachen University, Germnay
Sebastiano Vascon University Ca’ Foscari of Venice, Italy
Natalia Vassilieva Hewlett Packard Labs, Russia
Dmitry Vetrov Lomonosov Moscow State University and National
Research University Higher School of Economics,
Russia
Ekaterina Vylomova University of Melbourne, Australia
Gui-Song Xia Wuhan University, China
Roman Yangarber University of Helsinki, Finland
Marcos Zampieri University of Wolverhampton, UK
Alexey Zobnin National Research University Higher School of Eco-
nomics, Russia
Nikolai Zolotykh University of Nizhniy Novgorod, Russia
Additional Reviewers
Mikhail Batsyn Alexander Rassadin
Marc Chaumont Yuri Rykov
Ivan Grechikhin François Suro
Arsenis Tsokas
xiv
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 sponsors: JetBrains Springer
xv
Table of Contents
Unsupervised Co-Authorship Based Algorithm for Clustering of R&D
Trends at Science and Technology Centers in Oil and Gas Industry . . . . . . 1
Fedor Krasnov and Mars Khasanov
Method for Determining Ridge Lines of a Latent Fingerprint . . . . . . . . . . . 13
Kirill Milovidov, Vladimir Gudkov and Daria Lepikhova
The Framework for Hypothesis Verification and Analysis of Natural
Language Processing Results for the Russian Language . . . . . . . . . . . . . . . . 25
Ekaterina Politsyna, Sergey Politsyn and Alexander Porechny
Russian Person Names Recognition Using the Hybrid Approach . . . . . . . . . 34
Anna Glazkova
A Hybrid Chatbot System Combining Question Answering and
Knowledge-Base Approaches . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 42
Yuriy Gapanyuk, Sergey Chernobrovkin, Aleksey Leontiev, Igor Latkin,
Marina Belyanova and Oleg Morozenkov
Automated Analysis of Micro-contexts of Word for Construction of Its
Lexicographic Description . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 54
Nadezhda Lagutina, Yuliya Tsofina, Ilya Paramonov, Ksenia Lagutina
and Natalia Kasatkina
Data Mining on the Use of Railway Stations . . . . . . . . . . . . . . . . . . . . . . . . . . 66
Dmitry Namiot, Oleg Pokusaev and Vasily Kupriyanovsky
Aspect-Based Sentiment Analysis of Russian Hotel Reviews . . . . . . . . . . . . 75
Valery Rybakov and Alexey Malafeev
Automatic Morphemic Analysis of Russian Words . . . . . . . . . . . . . . . . . . . . . 85
Lyudmila Maltina and Alexey Malafeev
Improving the Efficiency of Entropy Coding Method in Video Encoder
H.265/HEVC . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 95
Andrey Aleksandrovich Tropchenko, Tien Ban Doan and Van Truong
Nguyen
Text Augmentation for Neural Networks . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 104
Anna Mosolova, Vadim Fomin and Ivan Bondarenko
Characterizing Text Complexity with Core Vocabulary Distributional
Patterns: Corpus-based Approach . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 110
Marina Solnyshkina, Vladimir Ivanov and Valery Solovyev
Comparative Analysis of Classification Methods for Human
Identification by gait . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 118
Lubov Shiripova and Evgeny Myasnikov
Voronoi-based Path Planning based on Visibility and Kill/death Ratio
Tactical Component . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 129
Ilya Makarov, Pavel Polyakov and Roman Karpichev
Security System Event Log Analysis . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 141
Dmitry Chalyy, Nikolai Ovchenkov, Ekaterina Lazareva and Rafael Yaikov
Evaluation of Nonlinear Dimensionality Reduction Techniques for
Classification of Hyperspectral Images . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 147
Evgeny Myasnikov
Fourty Years of Network Science: Analysis of Journal Contribution to
the Field . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 155
Marina Kalinina, Vladimir Kuznetsov and Valentina Kuskova
Image and Video Tag Aggregation . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 161
Olga Kanishcheva and Natalia Sharonova
Text Scene Detection with Transfer Learning in Price Detection Task . . . . 173
Vladimir Fomenko, Dmitry Botov and Julius Klenin
Verification of the Formal Approach to Data Fusion . . . . . . . . . . . . . . . . . . . 179
Ildar Baimuratov, Stefan Morozov and Nataly Zhukova
Sentiment Analysis of Short Texts from Social Networks Using
Sentiment Dictionaries and Blending of Machine Learning Algorithms . . . 190
Anastasia Novikova and Sergey Stupnikov
Probability Analysis of the Vocabulary Size Dynamics Using Google
Books Ngram Corpus . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 202
Yulia Maslennikova, Anastasia Pekina and Vladimir Bochkarev
Neural Networks with Attention for Word Sense Induction . . . . . . . . . . . . . 208
Oleg Struyanskiy and Nikolay Arefyev
Combined Machine-Learning Approach to PoS-Tagging of Middle
English and Old Norse Texts . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 214
Raoul Karimov, Andrei Akinin and Dmytro Yakymets
Text Normalization and Spelling Correction In Kazakh Language . . . . . . . 221
Gaukhar Slamova and Meruyert Mukhanova
Static Gestures Classification Using Convolutional Neural Networks on
the Example of the Russian Sign Language . . . . . . . . . . . . . . . . . . . . . . . . . . . 229
Oleg Potkin and Andrey Philippovich
xvii
Evaluation of Methods for Cell Nuclear Structure Analysis from
Microscopy Data . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 235
Alexandr A. Kalinin, Brian D. Athey and Ivo D. Dinov
Reconstructing an Artificial Society on the Basis of Big Open Data . . . . . . 241
Aleksandra L. Mashkova
xviii