This volume contains refereed proceedings of the Sixth International conference on Analysis of Images, Social Networks, and Texts (AIST 2017)1. The previous conferences during 2012{2016 attracted a signi cant 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 di erent 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 di erent elds 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 bene t from the knowledge exchange and identify possible grounds for fruitful collaboration. The conference was held during July 27{29, 2017. The conference was organised 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: One of the novelties this year was the introduction of a new specialised track on Process Mining (Track 6).
The Program Committee and the reviewers of the conference included 167 well-known experts in data mining and machine learning, natural language processing, 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, Kazakhstan, 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 elds, in order to supply detailed and helpful comments.
The conference featured several invited talks and an industry session dedicated 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 Applications".
The invited talks were: { Stanley Wasserman (Indiana University), \Sensitivity analysis of p* and
SAOM: The e ects 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 Mathematical 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 \Exactpro and Data Analysis in London Stock Exchange: Capital Markets, Post Trade and Information Services". { Dmitry Bugaychenko (OK.ru), \Odnoklassniki Data Science Research Initiative". { 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), \Arti cial 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 e orts 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 Exactpro. Exactpro, a fully owned subsidiary of the London Stock Exchange Group, specialises in quality assurance for exchanges, investment banks, brokers, and other nancial sector organisations. Our special thanks goes to Springer for their help, starting from the rst conference call to the nal version of the proceedings. 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
Organisation
Wil van der Aalst Mikhail Khachay Sergei Kuznetsov Amedeo Napoli Victor Lempitsky Irina Lomazova Natalia Loukachevitch Alexander Panchenko Panos Pardalos Andrey Savchenko Stanley Wasserman
Dmitry Ignatov
Rostislav Yavorskiy
Technische Universiteit Eindhoven, The Netherlands Krasovskii Institute of Mathematics and Mechanics of RAS, Russia & Ural Federal University, Yekaterinburg, Russia National Research University Higher School of Economics, Moscow, Russia LORIA CNRS, University of Lorraine, and INRIA, Nancy, France Skolkovo Institute of Science and Technology, Russia National Research University Higher School of Economics, Moscow, Russia Computing Centre of Lomonosov Moscow State University, Russia Hamburg University, Germany & Universite catholique de Louvain, Belgium University of Florida, US National Research University Higher School of Economics, Nizhny Novgorod, Russia Indiana University, US National Research University Higher School of Economics, Russia
National Research University Higher School of Economics, Moscow Dmitry Ignatov Mikhail Khachay Alexander Panchenko Rostislav Yavorskiy
National Research University Higher School of Economics, Russia Krasovskii Institute of Mathematics and Mechanics of RAS, Russia & Ural Federal University, Yekaterinburg, Russia University of Hamburg, Germany National Research University Higher School of Economics, Russia Mehwish Alam Gabriela Arevalo Artem Babenko Jaume Baixeries Artem Baklanov Sergey Bartunov Timo Baumann Darina Benikova Malay Bhattacharyya Chris Biemann Elena Bolshakova Anastasia Osmolovskaya Aurelien Bossard Jean-Leon Bouraoui Joos Buijs Andrea Burattin Evgeny Burnaev Aleksey Buzmakov Ignacio Cassol Artem Chernodub Vladimir Chernov Ekaterina Chernyak Marina Chicheva Bonaventura Coppola Hernani Costa Massimiliano de Leoni Boris Dobrov Universite Paris 13, France Universidad Austral, Argentina Yandex, Russia Universitat Politecnica de Catalunya, Spain So a Dokuka National Research University Higher School of Economics, 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 Universitat Darmstadt, Germany Judith Eckle-Kohler UKP Lab, Technische Universitat Darmstadt, Germany 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 Universite 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 Economics, Moscow, Russia Natalia Grabar Universite Lille 3 & CNRS, France Dmitry Granovsky Yandex, Russia Alexey Gruzdev Intel, Russia Ivan Habernal Technische Universitat Darmstadt, Germany Mena Habib Maastricht University, The Netherlands Marianne Huchard Universite Montpellier 2 & CNRS, France Dmitry Ignatov National Research University Higher School of Economics, Moscow, Russia Dmitry Ilvovsky National Research University Higher School of Economics, Moscow, Russia Vladimir Ivanov Innopolis University, Russia Pei Jun Hefei University of Technology, China Anna Kalenkova National Research University Higher School of Economics, Moscow, Russia Nikolay Karpov National Research University Higher School of Economics, 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, Russia Andrey Kibzun Moscow Aviation Institute, Russia Edward Klyshinsky Yury Kochetov Ekaterina Kochmar Sergei Koltcov Olessia Koltsova Jan Konecny Daniil Kononenko Natalia Konstantinova Andrey Kopylov Mikhail Korobov Anton Korshunov Evgeny Kotelnikov Ilias Kotsireas Olga Krasotkina Tomas Krilavicius Victor Kulikov Valentina Kuskova Andrey Kutuzov Andrey Kuzmin Andrey Kuznetsov Sergei Kuznetsov Alexander Lazarev Florence Le Ber Vadim Lebedev Victor Lempitsky Alexander Lepskiy Benjamin Lind Irina Lomazova Natalia Loukachevitch Olga Lyashevskaya Yury Malkov Luis Marujo Sergio Matos Yelena Mejova Nizar Messai the HSE Moscow Institute of Electronics and Mathematics, Russia Sobolev Institute of Mathematics of RAS, Russia University of Cambridge, UK National Research University Higher School of Economics, St. Petersburg, Russia National Research University Higher School of Economics, St. Petersburg, Russia Palacky University, Czech Republic Skolkovo Institute of Science and Technology, Russia University of Wolverhampton, UK Tula State University, Russia ScrapingHub Inc., Ireland Institute for System Programming of RAS, Russia Vyatka State University, Russia Wilfrid Laurier University, Canada Lomonosov Moscow State University, Russia Vytautas Magnus University, Lithuania Institute of Automation and Electrometry of RAS, Russia National Research University Higher School of Economics, Moscow, Russia Universitetet i Oslo, Norway Skolkovo Institute of Science and Technology, Russia Samara State Aerospace University, Russia National Research University Higher School of Economics, Moscow, Russia Institute of Control Sciences of RAS, Russia Universite de Strasbourg, France Skolkovo Institute of Science and Technology, Russia Skolkovo Institute of Science and Technology, Russia National Research University Higher School of Economics, Moscow, Russia Anglo-American School of St. Petersburg, Russia National Research University Higher School of Economics, Moscow, Russia Lomonosov Moscow State University, Russia National Research University Higher School of Economics, Moscow, Russia Institute of Applied Physics of RAS, Russia Carnegie Mellon University, US & Instituto Superior Tecnico, Portugal Universidade de Aveiro, Portugal Qatar Computing Research Institute, Qatar Universite Francois Rabelais Tours, France Tristan Miller Olga Mitrofanova Evgeny Myasnikov Sergey Nikolenko Vassilina Nikoulina Damien Nouvel Dimitri Nowicki
Technische Universitat Darmstadt, Germany St. Petersburg State University, Russia Samara National Research University, Russia Steklov Mathematical Institute, St. Petersburg, Russia Xerox Research Center Europe, France Universite Sorbonne, France Institute of Mathematical Machines and Systems of
NASU, Ukraine Alexander Semenov Oleg Seredin Andrey Shcherbakov Oleg Slavin Jan Snajder Henry Soldano Tobias Staron Dmitry Stepanov Vadim Strijov Maria Sukhareva Diana Sungatullina Laszlo Szathmary Irina Temnikova Diana Troanca Christos Tryfonopoulos Denis Turdakov Dmitry Ulyanov Dmitry Ustalov Evgeniya Ustinova Alexander Vakhitov Wil van der Aalst Natalia Vassilieva Dmitry Vetrov Renato Vimieiro Ekaterina Vylomova Roman Yangarber Rostislav Yavorsky Marcos Zampieri Nikolai Zolotykh Olga Zvereva
National Research University Higher School of Economics, Moscow, Russia Tula State University, Russia University of Melbourne, Australia Institute for Systems Analysis of Russian Academy of Sciences University of Zagreb, Croatia Universite Paris 13, France Universitat Hamburg, Germany Program System Institute of RAS, Russia Computing Center of RAS, Russia Goethe University Frankfurt, Germany Skolkovo Institute of Science and Technology, Russia University of Debrecen, Hungary Qatar Computing Research Institute, Qatar Babes-Bolyai University, Hungary University of Peloponnese, Greece Institute for System Programming of RAS, Russia Skolkovo Institute of Science and Technology, Russia Krasovskii Institute of Mathematics and Mechanics of RAS, Russia & Ural Federal University, Yekaterinburg, Russia Skolkovo Institute of Science and Technology, Russia St.Petersburg State University, Russia Eindhoven University of Technology, The Netherlands Hewlett Packard Enterprise, US Moscow State University & National Research University Higher School of Economics, Moscow, Russia Universidade Federal de Pernambuco The University of Melbourne, Australia University of Helsinki, Finland National Research University Higher School of Economics, Moscow, Russia University of Wolverhampton, UK University of Nizhniy Novgorod, Russia
Ural Federal University, Russia
Sujoy Chatterjee Anton Eremeev Aleksey Glebov Alexei Glebov Sergey Khamidullin Vladimir Khandeev Sofya Kulikova Abhishek Kumar Alexander Plyasunov Vladimir Servakh
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 Moscow Polytechnic University, Russia Marina Danshina, Venue Organization & 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
Daniil Bannyh Ksenia Belkova Tatiana Mishina Zahar Kuhtenkov Maxim Pasynkov Ivan Poylov
Golden sponsor: Bronze sponsor:
Moscow Polytechnic University, Russia Moscow Polytechnic University, Russia Moscow Polytechnic University, Russia Moscow Polytechnic University, Russia Krasovsky Institute of Mathematics and Mechanics of RAS, Russia, Yekaterinburg
Moscow Polytechnic University, Russia Exactpro Springer Ontology-Based Approach to Academic Style Marker Identi cation : : : : : : Viacheslav Lanin and So a Philipson Generalizable Architecture for Robust Word Vectors Tested by Noisy Paraphrases : : : : : : : : : : : : : : : : : : : : : : : : : : : : : : : : : : : : : : : : : : : : : : : : : : : : : : 111
Valentin Malykh Automatization of Scienti c Articles Classi cation According to UDC : : : 122
Aleksandr Romanov, Konstantin Lomotin and Ekaterina Kozlova Linguistic Processor Based on Object-Attribute Grammar : : : : : : : : : : : : : : 134
Sergey Salibekyan and Petr Pan lov Active Learning Strategy for Text Categorization Based on Support Vectors Relative Positioning : : : : : : : : : : : : : : : : : : : : : : : : : : : : : : : : : : : : : : : : 146 Vladimir Vakourin, Andrei Kopylov, Konstantin Mertsalov and Oleg Seredin Arti cial 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 Classi er : : : : : : : : : : : : : : : : : : : : : : : : : : 224 Daria Korotaeva and Maksim Khlopotov