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Lecture Notes in Computational Intelligence and Decision Making: 2020 International Scientific Conference "Intellectual Systems of Decision-making and Problems of Computational Intelligence”

✍ Scribed by Sergii Babichev, Volodymyr Lytvynenko, Waldemar Wójcik, Svetlana Vyshemyrskaya


Publisher
Springer International Publishing;Springer
Year
2021
Tongue
English
Leaves
743
Series
Advances in Intelligent Systems and Computing 1246
Edition
1st ed.
Category
Library

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✦ Synopsis


This book includes 46 scientific papers presented at the conference and reflecting the latest research in the fields of data mining, machine learning and decision-making. The international scientific conference “Intellectual Systems of Decision-Making and Problems of Computational Intelligence” was held in the Kherson region, Ukraine, from May 25 to 29, 2020. The papers are divided into three sections: “Analysis and Modeling of Complex Systems and Processes,” “Theoretical and Applied Aspects of Decision-Making Systems” and “Computational Intelligence and Inductive Modeling.” The book will be of interest to scientists and developers specialized in the fields of data mining, machine learning and decision-making systems.

✦ Table of Contents


Front Matter ....Pages i-xvii
Front Matter ....Pages 1-1
Technique of System Operator Determination Based on Acoustic Emission Method (Volodymyr Marasanov, Dmitry Stepanchikov, Artem Sharko, Alexander Sharko)....Pages 3-22
Technique of Gene Expression Profiles Selection Based on SOTA Clustering Algorithm Using Statistical Criteria and Shannon Entropy (Sergii Babichev, Orest Khamula, Bohdan Durnyak, Jiří Škvor)....Pages 23-38
Comparison of Missing Values Handling Techniques Using MICE Package Tools of R Software and Logistic Regression Model (Vasiliy Nadraga, Volodymyr Smirnov, Oleksandra Boiko, Vladyslav Dereko)....Pages 39-50
Investigation of Optimization Models in Decisions Making on Integration of Innovative Projects (Anna Kolomiiets, Victor Morozov)....Pages 51-64
Model of the Facial Emotions Expressions Based on Grouping Classes of Feature Vectors (Olexander Barmak, Oleg Kalyta, Iurii Krak, Eduard Manziuk, Vladyslav Kuznetsov)....Pages 65-76
Scientific and Methodological Approach to Assessing the Level of Banks’ Financial Security (Ihor Kulyniak, Solomiya Ohinok, Halyna Rachynska)....Pages 77-97
Methods of Classifying Foreign Language Communicative Competence Using the Example of Intending Primary School Teachers (Anatolii Pashko, Iryna Pinchuk)....Pages 98-113
Analyzing Performance of Apache Spark MLlib with Multinode Clusters on Azure HDInsight: Spark-Perf Case Study (Sergii Minukhin, Natalia Brynza, Dmytro Sitnikov)....Pages 114-134
Management of Tourists’ Enterprises Adaptation Strategies for Identifying and Predicting Multidimensional Non-stationary Data Flows in the Case of Uncertainties (Marharyta Sharko, Ivan Lopushynskyi, Natalia Petrushenko, Olena Zaitseva, Volodymyr Kliutsevskyi, Yuliia Yarchenko)....Pages 135-150
The Expanding Space Method in Sphere Packing Problem (Sergiy Yakovlev)....Pages 151-163
Information Resource Management Technology Based on Fuzzy Logic (Victoria Vysotska, Andriy Berko, Vasyl Lytvyn, Petro Kravets, Lyudmyla Dzyubyk, Yuriy Bardachov et al.)....Pages 164-182
Car Parking Data Processing Technique for Smart Parking System as Part of Smart City (Svitlana Popereshnyak, Iryna Yurchuk)....Pages 183-194
A Lower Bound for Optimization of Arbitrary Function on Permutations (Sergiy Yakovlev, Oksana Pichugina, Liudmyla Koliechkina)....Pages 195-212
Method of Structural Functional-Value Modeling of a Complex Hierarchic System (Maksym Korobchynskyi, Mykhailo Slonov, Myhailo Rudenko, Oleksandr Maryliv)....Pages 213-231
Generalized Approach for Estimatingand Forecasting of Dynamical VaRand CVaR Based on Metalog Distribution (Vira Zrazhevska, Grigoriy Zrazhevsky)....Pages 232-245
Study of the Plot Suitability for Underground Construction: Cognitive Modelling (Nataliya Pankratova, Galina Gorelova, Vladimir Pankratov)....Pages 246-264
Risk Assessment of Innovative Projects Based on Fuzzy Modeling (Yuri Samokhvalov)....Pages 265-281
Front Matter ....Pages 283-283
Assessing Forest Fire Dynamicsin UAV-Based Tactical Monitoring System (Volodymyr Sherstjuk, Maryna Zharikova, Irina Dorovskaja, Vasyl Sheketa)....Pages 285-301
Ontology and Analytic Hierarchy Process in the Information and Analytical Systems (Oleksandr Nesterenko)....Pages 302-314
Dynamic Bayesian Networks Application for Evaluating the Investment Projects Effectiveness (Volodymyr Lytvynenko, Oleksandr Naumov, Mariia Voronenko, Jan Krejci, Larisa Naumova, Dmytro Nikytenko et al.)....Pages 315-330
Development of a Fuzzy Inference Model for the Management of a Marine Engine (Sergii Babichev, Liliya Strielkovskaya, Oleksandr Zaitsev, Orest Khamula)....Pages 331-340
Integral Criterion of Environmental Safety as an Indicator of the Effectiveness of a Motor Transport Enterprise Management (Serhii Kolomiiets, Anna Kolomiiets)....Pages 341-356
Supporting the Decision-Making About the Possibility of Donation and Transplantation Based on Civil Law Grounds (Tetiana Hovorushchenko, Alla Herts, Yelyzaveta Hnatchuk, Oleg Sachenko)....Pages 357-376
Application of Game Theory for Decisions Making on the Development of IT Products (Viktor Morozov, Olga Mezentseva, Maksym Proskurin)....Pages 377-394
Modeling and Forecasting Economic and Financial Processes Using Combined Adaptive Models (Peter Bidyuk, Aleksandr Gozhyj, Yoshio Matsuki, Natalia Kuznetsova, Irina Kalinina)....Pages 395-408
Isolation of Informative Features for the Analysis of QRS Complex in ECG Signals (Anatolii Pashko, Iurii Krak, Oleg Stelia, Oleg Khorozov)....Pages 409-422
Methodological Basis of Causal Forecasting of the Economic Systems Development Management Processes Under the Uncertainty (Marharyta Sharko, Nestor Shpak, Olga Gonchar, Kateryna Vorobyova, Olena Lepokhina, Juliya Burenko)....Pages 423-436
Transition of Combustion to Explosion and Decision Support Systems for Explosion Protection (Victor Volkov, Yuri Kryvchenko)....Pages 437-447
Information Technology for Decision Making Support and Monitoring in Man-Machine Systems for Managing Complex Technical Objects of Critical Application (Viktor Perederyi, Eugene Borchik, Oksana Ohnieva)....Pages 448-466
Forecasting Assessment of Printing Process Quality (Vsevolod Senkivskyy, Iryna Pikh, Nataliia Senkivska, Ivan Hileta, Oleh Lytovchenko, Yuriy Petyak)....Pages 467-479
Organization-Managerial Mechanism of the Counteraction to Non-Observable Economic Processes in the Agricultural Sphere of Ukraine (Olena Moroz, Vladimir Semtsov, Nataliia Savina, Irina Shvarts, Oksana Bezsmertna, Tetiana Bilokon et al.)....Pages 480-495
Front Matter ....Pages 497-497
Representational Capabilities and Learning of Bithreshold Neural Networks (Vladyslav Kotsovsky, Anatoliy Batyuk)....Pages 499-514
On Flexible Co-registration of Optical and SAR Satellite Images (Volodymyr Hnatushenko, Peter Kogut, Mykola Uvarov)....Pages 515-534
Solving Fraud Detection Tasks Based on Wavelet-Neuro Autoencoder (Olena Vynokurova, Dmytro Peleshko, Polina Zhernova, Iryna Perova, Andrii Kovalenko)....Pages 535-546
Sound Field Reconstruction from Incomplete Data by Solving Fuzzy Relational Equations (Olexiy Azarov, Leonid Krupelnitskyi, Hanna Rakytyanska)....Pages 547-566
Application of Inductive Bayesian Hierarchical Clustering Algorithm to Identify Brain Tumors (Iryna Lurie, Volodymyr Lytvynenko, Serge Olszewski, Mariia Voronenko, Waldemar Woicik, Oleg Boskin et al.)....Pages 567-584
Fingerspelling Alphabet Recognition Using CNNs with 3D Convolutions for Cross Platform Applications (Serhii Kondratiuk, Iurii Krak, Anatolii Kylias, Veda Kasianiuk)....Pages 585-596
Modeling, Analysis and Automation of Wastewater Treatment by Electrocoagulation Method (Andrii Safonyk, Ivan Tarhonii, Andrii Rudyk, Ivanna Hrytsiuk)....Pages 597-611
Optimization of Ingredients for Two-Layer Epoxy Coating for Protection of Sea and River Vehicles (Andriy Buketov, Serhii Yakushchenko, Tetyana Cherniavska, Danyl Zhytnyk, Natalia Buketova, Tetyana Ivchenko et al.)....Pages 612-626
The Approach for the Definition of Hemodynamic State in Pregnant Women with Extragenital Malformations (Iryna Perova, Oleh Datsok, Polina Zhernova, Olha Velychko, Svitlana Bahan)....Pages 627-638
Complex Internet Data Management System (Viacheslav Zosimov, Oleksandra Bulgakova, Valeriy Pozdeev)....Pages 639-652
Dynamic Coordination of Strategies for Multi-agent Systems (Petro Kravets, Vasyl Lytvyn, Victoria Vysotska, Yuriy Ryshkovets, Svitlana Vyshemyrska, Saule Smailova)....Pages 653-670
Information Technology for Processing the Parameters of the Rolling Spectra at Various Positions of the Human Body (Yurii Bezsmertnyi, Sergii Pavlov, Victor Shevchuk, Stanislav Iaremyn, Viktoria Dumenko)....Pages 671-686
Classification of Time Realizations Using Machine Learning Recognition of Recurrence Plots (Lyudmyla Kirichenko, Petro Zinchenko, Tamara Radivilova)....Pages 687-696
SEE-Management by the Force of the Process Functioning System Based on the Output-Input Ratio: The Energy Aspect (Viktor Yarmolenko, Nataliia Burennikova, Roman Akselrod)....Pages 697-713
An Algorithm for Constructing Additive and Multiplicative Voronoi Diagrams Under Uncertainty (Elena Kiseleva, Olga Prytomanova, Vadim Padalko)....Pages 714-727
Back Matter ....Pages 729-731

✦ Subjects


Engineering; Computational Intelligence


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