| Vol-2667 urn:nbn:de:0074-2667-8 Copyright © 2020 for the volume as a collection by its editors. This volume and its papers are published under the Creative Commons License Attribution 4.0 International (CC BY 4.0).

# ITNT-DS 2020
Information Technology and Nanotechnology - Data Science 2020

### Proceedings of the VI International conference Information Technology and Nanotechnology. Session Data Science

### Samara, Russia, May 26-29, 2020.

Edited by

### Vladimir Fursov *
Yegor Goshin *
Denis Kudryashov **

*Samara National Research University, Samara, Russia
**Image Processing Systems Institute - Branch of the Federal Scientific Research Centre "Crystallography and Photonics", Russian Academy of Sciences, Samara, Russia

## Table of Contents

- Preface
- Contents

### Data Science

- Data modelling for analysis of readness of municipal education in industry 5.0 1-4
  Irina Khaimovich, Vladimir Ramzaev, Vadim Chumak
- Model and algorithm of industrial risk control at regional level 5-10
  Mikhail Geraskin, Elena Rostova
- Investigation of the RAM access model in a heterogeneous computing system 11-14
  Aleksander Kolpakov, Aleksey Belov, Yuriy Kropotov
- Method of processing velocity increase of measuring results of quantum frequency standard parameters for information transfer velocity increase in satellite communication systems 15-18
  Anna Grevtseva, Vadim Davydov, Vasiliy Rud
- Development of the heuristic method of evolutionary strategies for reinforcement learning problems solving 19-22
  Maksim Naumov, Aleksandr Blagov
- Operational forecasting of road traffic accidents via neural network analysis of Big Data 23-26
  Oleg Golovnin, Ekaterina Sidorova
- Some approaches to improving the quality of artificial neural network training 27-29
  Yefim Rozenberg, Alexey Olshansky, Ignat Dovgerd, Gleb Dovgerd, Alexander Ignatenkov, Paul Ignatenkov
- The methodology for assessing information security risks for robotic systems 30-35
  Alexander Basan, Elena Basan
- Improvement of the algorithm of automated definition of rhyme 36-41
  Vladimir Barakhnin, Olga Kozhemyakina, Ilya Pastushkov, Irina Kuznetsova, Yulia Borzilova
- Analysis of hydraulic unit operation stability according to its vibration monitoring results 46-49
  Anastasiya Alekseeva, Irina Karpunina, Vladimir Klyachkin
- The determining age of a person from an image using convolutional neural networks 50-53
  Alexandr Rud, Sergey Rud, Michael Isayev, Dmitry Savelyev
- Forecasting the foreign exchange market using the modified G (ARCH) model 54-56
  Nikita Sviatov, Alexander Blagov
- Analysis of scientists work directions based on natural language processing and clustering 57-61
  Vadim Zinnatullin, Sergey Koledin
- Some problems for the processes with compensation of the change-point event 62-66
  Valentina Burmistrova, Alexander Butov, Boris Kostishko, Maksim Volkov
- Simulation of a dust Impact time-of-flight dust particle sensor 67-70
  Igor Piyakov, Dmitry Rodin, Marina Rodina, Alexey Telegin
- Comparative analysis of football statistics data clustering algorithms based on deep learning and Gaussian mixture model 71-74
  Nikita Andriyanov
- Some applications of binary lunar arithmetic 75-79
  Van Vinh Dang, Nataliya Dodonova, Mikhail Dodonov, Svetlana Korabelshchikova
- Analysis of monopolistic competition in consumer goods markets with credit sales 80-84
  Michael Geraskin, Olga Kuznetsova
- Modified spectral clustering method for graphs decomposition 85-90
  Dinar Yakupov, Vladimir Mokshin
- Modified genetic algorithm as a new approach for solving the problem of 3d packaging 91-97
  Vladimir Mokshin, Darya Maryashina, Nikita Stadnik, Alexander Zolotukhin, Leonid Sharnin
- Analysis of open data of a social network in order to identify deviant communities 98-101
  Rostislav Mikherskii, Dmitry Kuznetsov
- On the need to use the median signal filtering method to improve the metrological characteristics of the rubidium frequency standard during processing and transmitting large data arrays 102-105
  Anton Valov, Vasiliy Rud, Vadim Davydov, Nikita Lukashev
- An extension of the class of Boolean functions used in symmetric cipher algorithms 106-109
  Svetlana Korabel'shchikova
- The use of the memory function formalism in search for diagnostic criteria for pathological brain activity 110-114
  Sergey Demin, Oleg Panischev, Valentin Yunusov, Natalya Demina
- Post-training quantization of neural network through correlation maximization 115-120
  Maria Pushkareva, Iakov Karandashev
- Building a graph of a sequence of text units to create a sentence generation system 121-126
  Maksim Kaminskiy, Igor Rytsarev, Alexander Kupriyanov, Maximilian Khotilin
- Image normalization for blurred image matching 127-131
  Yann Donon, Alexander Kupriyanov, Rustam Paringer
- The effect of the imbalanced training dataset on the quality of classification of lithotypes via whole core photos 132-136
  Daria Makienko, Ilya Seleznev, Ilia Safonov
- Analysis of incentives influence on great social groups' behavior in Stackelberg game 137-143
  Mikhail Geraskin
- Creation of neural network models to solve the problems of forecasting the product geometrical accuracy 144-148
  Vadim Pechenin, Michael Bolotov, Nikolay Ruzanov, Ekaterina Pechenina
- Transfer Learning for tuberculosis screening by single-channel ECG 149-154
  Valeriia Guryanova
- The influence of image set size on the resulting super-resolution image 155-158
  Yegor Goshin, Daria Arkhipova, Anton Kotov, Daria Aksenova
- Text data mining using conversation analysis 159-161
  Igor Rytsarev
- Implementation of frequency analysis of Twitter microblogging in a hybrid cloud based on the Binder, Everest platform and the Samara University virtual desktop service 162-165
  Sergey Vostokin, Irina Bobyleva
- Repository data-based algorithm for selection of product teams of IT specialists 166-170
  Alexey Zhelepov, Nadezhda Yarushkina
- Development of tools for processing and analysis of observational data on the activity of laboratory animals 171-174
  Dmitriy Borisov, Aleksandr Blagov, Aleksey Inyushkin
- The investigation of the using the cyclic generative-competitive neural networks for image stylization 175-178
  Dmitry Ulyanov, Dmitry Savelyev
- Machine learning algorithms in the prediction of conflicts in clinical classification of genetic variants 179-182
  Kirill Musin, Andrey Gaidel
- Approach to data-driven production management 183-188
  Anton Romanov, Aleksey Filippov, Nadezhda Yarushkina
- The using of machine learning and neural networks in the processing of computer simulation results for medical diagnostics 189-192
  Maxim Polyakov, Alexander Khoperskov, Egor Borisovskii, Egor Emelyanov
- Robust k-means method based on minimizing differentiable estimates of mean, insensitive to outliers 193-197
  Zaur Shibzukhov, Mukhamed Kazakov, Dmitriy Dimitrichenko
- Approaches to sentiment analysis of the social network text data 198-202
  Vadim Moshkin, Nadezhda Yarushkina, Ilya Andreev
- Searching for similar code sequences in executable files using siamese neural network 203-206
  Alexander Yumaganov
- The method of generation barcode for DNA certification of plants and other organisms 207-210
  Olga Kiryanova, Ilya Kiryanov, Liana Akhmetzianova, Bulat Kuluev, Alexey Chemeris
- An approach to the training dataset formation for assessing the sentiment degree of social network posts using machine learning 211-214
  Andrey Konstantinov
- Fuzzy models for predicting the technical state of objects 215-218
  Yuliya Kuvayskova, Victor Krasheninnikov, Vladimir Klyachkin, Anastasia Alekseeva
- Structural-parametric modeling in human healthy nutrition system 219-224
  Marina Nikitina
- An integrated approach to mapping user profiles on social networks 225-228
  Vladimir Belov, Dmitriy Drozdov, Roman Shakurov, Vadim Moshkin, Ilya Andreev
- Ontology-based classification model of text resources of an electronic archive 229-233
  Vadim Moshkin, Anton Zarubin, Albina Koval
- Wireless channel noises and data protection 234-237
  Victor Tsvetov
- Face detection accuracy study based on race and gender factor using Haar cascades 238-242
  Elizaveta Rudinskaya, Rustam Paringer
- Data exchange platform for digital economy applications 243-247
  Oleg Surnin, Pavel Sitnikov, Anastasia Khorina, Anton Ivaschenko, Anastasia Stolbova, Nataly Ilyasova
- Dimensionality reduction using GPU-accelerated gradient descent 248-250
  Alexey Borisov, Evgeny Myasnikov
- Numerical solution of the dynamic incentive problem in discrete time taking into account the learning curve effect 251-254
  Oleg Pavlov
- Algorithm for verifying the stability of signal separation for objects with varying characteristics 255-259
  Valery Zasov
- Detecting heart disease symptoms using machine learning methods 260-263
  Diera Pirova, Borislav Zaberzhinsky, Andrey Mashkov
- A data array generating algorithm for diagnosing a hydraulic system using machine learning methods based on a virtual model 264-268
  Albert Gareev, Asgat Gimadiev, Artem Nikonorov, Pavel Greshnyakov, Dmitry Stadnik
- Ways to accept the properties existence constraints in fuzzy formal concept analysis 269-272
  Alexander Samoilov, Sergey Smirnov
- Algorithms for designing communication networks using greedy heuristics of various types 273-276
  Anrew Bulynin, Boris Melnikov, Vladimir Meshchanin, Julia Terentyeva
- Monitoring and forecasting the operations of the transport complex of the enterprise 277-279
  Vitaliy Kuzmin, Dmitrii Elenev
- Experience of creating a library for testing C# and C++ console applications 280-283
  Vladimir Krotkov, Alexandra Danilenko
- Conformed estimates of histograms of oriented gradients 284-286
  Kirill Pugachev
- Descriptive model of temporal features of multivariate time series based on granulation 287-292
  Tatiana Afanasieva, Irina Moshkina
- A multiclass words classification by the recurrent neural network with memory (LSTM) as applicable to the named entity recognition problem 293-298
  Vladimir Vakurin, Andrey Kopylov, Oleg Seredin, Konstantin Mertsalov
- Researching of methods for assessing the complexity of program code when generating input test data 299-304
  Konstantin Serdyukov, Tatyana Avdeenko
- 3D human reconstruction using single 2D image 305-308
  Polina Katkova, Pavel Yakimov
- Evaluating the relevance of the elements of distributed computing system infrastructure when solving tasks in managing an economic unit 309-313
  Dmitry Gorbachev
- Research of the LDA algorithm processing results on high-level classes of patents 314-318
  Alla Kravets, Svyatoslav Biryukov, Denis Marinkin, Vladislav Gneushev, Dmitriy Skorikov
- Application of a perceptron to solve the problem of analyzing the fluorescence spectrum of a DBMBF2 sensor in a mixture of aromatic hydrocarbons 319-322
  Ilya Katanov, Alexander Kupriyanov, Yuriy Kononevich, Dmitry Ionov
- Optimal orthogonal bases in optical applications 232-327
  Vladimir Andreev, Anton Bourdine, Vladimir Burdin
- Digital transformation of educational process planning at a university 328-332
  Alexander Nechitaylo, Olga Vasilchuk, Anna Gnutova
- Nonlinear transformation of signs and the search for patterns in the data of patients with chronic lymphocytic leukemia 333-336
  Nikolay Ignatyev, Ekaterina Zguralskaya, Maria Markovtseva
- Detection of traffic anomalies for a safety system of smart city 337-342
  Rifkat Minnikhanov, Igor Anikin, Alisa Makhmutova, Maria Dagaeva, Tikhon Bolshakov, Kamil Mingulov
- Definition of basic violators for critically important objects using the information probability method and cluster analysis 343-347
  Vladimir Kostin, Aleksandr Borovsky

2020-09-18: submitted by Denis Kudryashov, metadata incl. bibliographic data published under Creative Commons CC0
2020-09-24: published on CEUR-WS.org |valid HTML5|