Електронний науковий архів Науково-технічної бібліотеки Національного університету "Львівська політехніка": Data stream mining and processing : proceedings of the IEEE second international conference

Data stream mining and processing : proceedings of the IEEE second international conference : [125] Collection home page

Data stream mining and processing : proceedings of the IEEE second international conference, August 21–25, 2018, Lviv, Ukraine

Data stream mining and processing : proceedings of the IEEE second international conference, 21-25 August 2018, Lviv. – Lviv : Lviv Politechnic Publishing House, 2018. – 641 р.

Зміст

BIG DATA & DATA SCIENCE USING INTELLIGENT APPROACHES
1.	1
2. Perova I., Litovchenko O., Bodyanskiy Y., Brazhnykova Y., Zavgorodnii I., Mulesa P. Medical Data-Stream Mining in the Area of Electromagnetic Radiation and Low Temperature Influence on Biological Objects	3
3. Zhernova P., Deineko A., Bodyanskiy Y., Riepin V. Adaptive Kernel Data Streams Clustering Based on Neural Networks Ensembles in Conditions of Uncertainty About Amount and Shapes of Clusters	7
4. Ponomaryova G., Nevlydov I., Filipenko O., Volkova M. MEMS-based Inertial Sensor Signals and Machine Learning Methods for Classifying Robot Motion	13
5. Lande D., Andrushchenko V., Balagura I. Data Science in Open-Access Research On-line Resources	17
6. Khairova N., Petrasova S., Lewoniewski W. Building the Semantic Similarity Model for Social Network Data Streams	21
7. Pal G., Li G., Atkinson K. Big Data Real Time Ingestion and Machine Learning	25
8. Berko A., Alieksieiev V. A Method to Solve Uncertainty Problem for Big Data Sources	32
9. Kondratenko Y., Kondratenko N. Computational Library of the Direct Analytic Models for Real-Time Fuzzy Information Processing	38
10. Gerasin O., Zaporozhets Y., Kondratenko Y. Models of Magnetic Driver Interaction with Ferromagnetic Surface and Geometric Data Computing for Clamping Force Localization Patches	44
11. Ostakhov V., Morozov V., Artykulna N. Models of IT Projects KPIs and Metrics	50
12. Kozina Y., Volkova N., Horpenko D. Mobile Application for Decision Support in MultiCriteria Problems	56
13. Basalkevych O., Basalkevych O. Fuzzy Reconstructions in Linguistics	60
14. Malyar M., Voloshyn O., Polishchuk V., Sharkadi M. Fuzzy Mathematical Modeling Financial Risks	65
15. Bidyuk P., Gozhyj A., Kalinina I., Szymanski Z., Beglytsia V. The Methods Bayesian Analysis of the Threshold Stochastic Volatility Model	70
16. Garkavtsev M., Lamonova N., Gostev A. Chosing a Programming Language for a New Project from a Code Quality Perspective	75
17. Putrenko V., Pashynska N., Nazarenko S. Data Mining of Network Events with Space-Time Cube Application	79
18. Palchykov V., Holovatch Y. Bipartite Graph Analysis as an Alternative to Reveal Clusterization in Complex Systems	84
19. Puchala D., Stokfiszewski K., Wieloch K., Yatsymirskyy M. Comparative Study of Massively Parallel GPU Realizations of Wavelet Transform Computation with Lattice Structure and Matrix-Based Approach	88
20. Alieksieiev V. One Approach of Approximation for Incoming Data Stream in IoT based Monitoring System	94
21. Batyuk A., Voityshyn V., Verhun V. Software Architecture Design of the Real-Time Processes Monitoring Platform	98
22. Komar M., Golovko V., Sachenko A., Dorosh V., Yakobchuk P. Deep Neural Network for Image Recognition Based on the Caffe Framework	102
23. Sadek M., Charhad M., Rekik A., Zrigui M. A Framework for Semantic Video Content Indexing Using Textual Information	107
DYNAMIC DATA MINING & DATA STREAM MINING
24.	111
25. Vynokurova O., Bodyanskiy Y., Peleshko D., Rashkevych Y. The Autoencoder Based on Generalized Neo-Fuzzy Neuron and its Fast Learning for Deep Neural Networks	113
26. Chuiko G., Dvornik O., Darnapuk Y. Shape Evolutions of Poincaré Plots for Electromyograms in Data Acquisition Dynamics	119
27. Kravets P. Game Model for Data Stream Clustering	123
28. Lytvyn V., Vysotska V., Burov Y., Demchuk A. Defining Author’s Style for Plagiarism Detection in Academic Environment	128
29. Yuzevych V., Skrynkovskyy R., Koman B. Intelligent Analysis of Data Systems for Defects in Underground Gas Pipeline	134
30. Chyrun L., Kis I., Vysotska V., Chyrun L. Content Analysis Method for Cut Formation of Human Psychological State	139
31. Lytvyn V., Vysotska V., Lozynska O., Oborska O., Dosyn D. Methods of Building Intelligent Decision Support Systems Based on Adaptive Ontology	145
32. Geche F., Mulesa O., Voloshchuk V., Batyuk A. About Kernel Structure Construction of the Generalized Neural Functions	151
33. Smotr O., Burak N., Borzov Y., Ljaskovska S. Implementation of Information Technologies in the organization of Forest Fire Suppression Process	157
34. Riznyk O., Povshuk O., Kynash Y., Noga Y. Transformation of Information Based on Noisy Codes	162
35. Vergeles A., Prokopenko D., Khaya A., Manakova N. Unsupervised Real-Time Stream-Based Novelty Detection Technique	166
36. Deineko A., Zhernova P., Gordon B., Zayika O., Pliss I., Pabyrivska N. Data Stream Online Clustering Based on Fuzzy Expectation-Maximization Approach	171
37. Ljaskovska S., Malets I., Martyn Y., Prydatko O. Information Technology of Process Modeling in the Multiparameter Systems	177
38. Churyumov G., Tokarev V., Tkachov V., Partyka S. Scenario of Interaction of the Mobile Technical Objects in the Process of Transmission of Data Streams in Conditions of Impacting the Powerful Electromagnetic Field	183
39. Prydatko O., Solotvinskyy I., Borzov Y., Didyk O., Smotr O. Informational System of Project Management in the Areas of Regional Security Systems' Development	187
40. Lyubchyk L., Grinberg G. Online Ranking Learning on Clusters	193
41. Bulakh V., Kirichenko L., Radivilova T. Time Series Classification Based on Fractal Properties	198
42. Zavgorodnia O., Mikheev I., Zyma O. Identifining European E-Learner Profile by Means of Data Mining	202
43. Kriukova G., Glybovets M. High-Performance Data Stream Mining by Means of Embedding Hidden Markov Model into Reproducing Kernel Hibert Spaces	207
44. Ambach D., Ambach O. Forecasting the Oil Price with a Periodic Regression ARFIMA-GARCH Process	212
45. Volkova V., Deriuga I., Osadchyi V., Radyvonenko O. Improvement of Character Segmentation using Recurrent Neural Networks and Dynamic Programming	218
46. Golub S., Khymytsia N. The Method of Cliodinamik Monitoring	223
47. Khlamov S., Savanevych V., Briukhovetskyi O., Pohorelov A., Vlasenko V., Dikov E. CoLiTec Software for the Astronomical Data Sets Processing	227
48. Doroshenko A. Piecewise-Linear Approach to Classification Based on Geometrical Transformation Model for Imbalanced Dataset	231
49. Roenko A., Sirenko F., Chervoniak Y., Gorovyi I. Data Processing Methods for Mobile Indoor Navigation	236
50. Holovatch Y., Kenna R., Mryglod O. Data Mining in Scientometrics: Usage Analysis for Academic Publications	241
51. Rudakova H., Polyvoda O., Omelchuk A. Using Recurrent Procedures to Identify the Parameters of the Large-sized Object Moving Process Model in Real Time	247
52. Lozynskyy A., Romanyshyn I., Rusyn B., Minialo V. Robust Approach to Estimation of the Intensity of Noisy Signal with Additive Uncorrelated Impulse Interference	251
53. Pavlyshenko B. Using Stacking Approaches for Machine Learning Models	255
54. Malets R., Malets I., Shynkarenko H., Vahin P. Modeling of Thermoviscoelasticity Time Harmonic Variational Problem for a Thin Wall Body	259
55. Suprun O., Sipko O., Snytyuk V. Educational Schedule Development Using Evolution Technologies	265
56. Lyubinets V., Nicholas D., Boiko T. Automated Labeling of Bugs and Tickets Using Attention-Based Mechanisms in Recurrent Neural Networks	271
57. Lyebyedyev Y., Makhortykh M. #Euromaidan: Quantitative Analysis of Multilingual Framing 2013-2014 Ukrainian Protests on Twitter	276
58. Rybalchenko S. A. Big Data Automatic System of Analysis and Trading on Financial Markets	281
59. Salami M., Sobhani F. M., Ghazizadeh M. S. Development of a New Algorithm Based on Simulation – Optimization Algorithms for Big Data Mining to Improve Prediction of Future Electricity Prices in the Iranian Electricity Market	286
HYBRID SYSTEMS OF COMPUTATIONAL INTELLIGENCE
60.	303
61. Vynokurova O., Peleshko D., Voloshyn V., Oskerko S., Borzov Y. Hybrid Multidimensional Wavelet-Neuro-System and its Learning Using Cross Entropy Cost Function in Pattern Recognition	305
62. Korjagin S., Klachek P., Liberman I. Development of Hybrid Computational Intelligence by Knowledge Genesis Method	310
63. Aizenberg I., Qazi K. Cloud Datacenter Workload Prediction Using Complex-Valued Neural Networks	315
64. Kovylin Y., Volkovsky O. Computer System of Building of the Semantic Model of the Document	322
65. Shafronenko A., Bodyanskiy Y., Dolotov A., Setlak G. Fuzzy Clustering of Distorted Observations Based On Optimal Expansion Using Partial Distances	327
66. Kashpruk N., Walaszek-Babiszewska A., Rydel M. On the Equivalence between AR Family Time Series Models and Fuzzy Models in Signal Processing	331
67. Babichev S., Lytvynenko V., Korobchynskyi M., Škvor J., Voronenko M. Information Technology of Gene Expression Profiles Processing for Purpose of Gene Regulatory Networks Reconstruction	336
68. Rekik A., Masmoudi N. A New Approach for Forming a Probabilistic Risk Assessment Model of Innovative Project Implementation Under Risk	342
69. Morozov V., Kalnichenko O., Khrutba A., Steshenko G., Liubyma I. Managing of Change Streams in Projects of Development Distributed Information Systems	346
70. Vlasenko A., Vynokurova O., Vlasenko N., Peleshko M. A Hybrid Neuro-Fuzzy Model for Stock Market Time-Series Prediction	352
71. Kotsovsky V., Geche F., Batyuk A. Finite Generalization of the Offline Spectral Learning	356
72. Pabyrivska N., Pabyrivskyy V. Inverse Problem for Two-Dimensional Heat Equation with an Unknown Source	361
73. Tatarinova Y. AVIA: Automatic Vulnerability Impact Assessment on the Target System	364
74. Azarov O., Krupelnitsky L., Rakytyanska H. A Fuzzy Model of Television Rating Control with Trend Rules Tuning based on Monitoring Results	369
75. Sokolovskyy Y., Levkovych M., Mokrytska O., Atamanyuk V. Mathematical Modeling of Two-Dimensional Deformation-Relaxation Processes in Environments with Fractal Structure	375
76. Bhushan S., Pal R., Antoshchuk S. Energy Efficient Clustering Protocol for Heterogeneous Wireless Sensor Network: A Hybrid Approach using GA and K-means	381
77. Vitynskyi P., Tkachenko R., Izonin I., Kutucu H. Hybridization of the SGTM Neural-like Structure through Inputs Polynomial Extension	386
78. Aizenberg I., Khaliq Z. Analysis of EEG using Multilayer Neural Network with Multi-Valued Neurons	392
79. Chornous G., Nikolskyi I. Business-Oriented Feature Selection for Hybrid Classification Model of Credit Scoring	397
80. Hu Z., Tyshchenko O. A Hybrid Neuro-Fuzzy Element: a New Structural Node for Evolving Neuro-Fuzzy Systems	402
81. Kharchenko K., Beznosyk O., Romanov V. Implementation of Neural Networks with Help of a Data Flow Virtual Machine	407
82. Mashkov V., Fišer J., Lytvynenko V., Voronenko M. Self-Diagnosis of the Systems with Intermittently Faulty Units	411
83. Chumachenko D. On Intelligent Multiagent Approach to Viral Hepatitis B Epidemic Processes Simulation	415
84. Kondratiuk S., Krak I. Dactyl Alphabet Modeling and Recognition Using Cross Platform Software	420
85. Wieczorek L., Ignaciuk P. Intelligent Support for Resource Distribution in Logistic Networks Using Continuous-Domain Genetic Algorithms	424
86. Shelevytsky I., Shelevytska V., Golovko V., Semenov B. Segmentation and Parametrization of the Phonocardiogram for the Heart Conditions Classification in Newborns	430
87. Dumin O., Shyrokorad D., Pochanin G., Plakhtii V., Prishchenko O. Subsurface Object Identification by Artificial Neural Networks and Impulse Radiolocation	434
88. Tsmots I., Skorokhoda O., Tsymbal Y., Tesluyk T., Khavalko V. Neural-Like Means for Data Streams Encryption and Decryption in Real Time	438
89. Dyvak M., Oliynyk I., Pukas A., Melnyk A. Selection the “Saturated” Block from Interval System of Linear Algebraic Equations for Recurrent Laryngeal Nerve Identification	444
90. Tarasiuk P., Yatsymirskyy M. Optimized Concise Implementation of Batcher’s Odd-Even Sorting	449
MACHINE VISION AND PATTERN RECOGNITION
91.	453
92. Peleshko D., Maksymiv O., Rak T., Voloshyn O., Morklianyk B. Core Generator of Hypotheses for Real-Time Flame Detecting	455
93. Gorokhovatskyi O., Peredrii O. Shallow Convolutional Neural Networks for Pattern Recognition Problems	459
94. Gorokhovatskyi V., Putyatin Y., Gorokhovatskyi O., Peredrii O. Quantization of the Space of Structural Image Features as a Way to Increase Recognition Performance	464
95. Al-Ammouri A., Al-Ammori H., Klochan A., Degtiarova A. Logic-Mathematical Model for Recognition the Dangerous Flight Events	468
96. Bodyanskiy Y., Kulishova N., Malysheva D. The Multidimensional Extended Neo-Fuzzy System and its Fast Learning for Emotions Online Recognition	473
97. Boyko N., Shakhovska N., Basystiuk O. Performance Evaluation and Comparison of Software for Face Recognition, based on Dlib and Opencv Library	478
98. Klyuvak A., Kliuvak O., Skrynkovskyy R. Partial Motion Blur Removal	483
99. Yelmanov S., Romanyshyn Y. A Generalized Description for the Perceived Contrast of Image Elements	488
100. Korobchynskyi M., Mariliv A., Slonov M., Mieshkov S. Method for Determining the Rational Time Intervals for Detecting Objects by Thermal Imager	494
101. Boyun V. Bioinspired Approaches to the Selection and Processing of Video Information	498
102. Moskalenko V., Moskalenko A., Korobov A., Boiko O., Martynenko S., Borovenskyi O. Model and Training Methods of Autonomous Navigation System for Compact Drones	503
103. Smelyakov K., Yeremenko D., Polezhai V., Sakhon A., Chupryna A. Braille Character Recognition Based on Neural Networks	509
104. Rassomakhin S., Kuznetsov A., Shlokin V., Bilozetsev I., Serhiienko R. Mathematical Model for the Probabilistic Minutia Distribution in Biometric Fingerprint Images	514
105. Bodyanskiy Y., Pliss I., Kopaliani D., Boiko O. Deep 2D-Neural Network and its Fast Learning	519
106. Yerokhin A., Semenets V., Nechyporenko A., Turuta O., Babii A. F-transform 3D Point Cloud Filtering Algorithm	524
107. Hurtik P., Číž D., Kaláb O., Musiolek D., Kočárek P., Tomis M. Software for Visual Insect Tracking Based on F-transform Pattern Matching	528
108. Gorovyi I., Vovk V., Shevchenko M., Zozulia V., Sharapov D. Embedded Vision Modules for Text Recognition and Fiducial Markers Tracking	534
109. Martsyshyn R., Miyushkovych Y., Sikora L., Lysa N., Tkachuk R. Technology of Remote Recognition the Dart-Arrow on the Target	538
110. Kovalchuk A., Lotoshynska N. Elements of RSA Algorithm and Extra Noising in a Binary Linear-Quadratic Transformations During Encryption and Decryption of Images	542
111. Mashtalir S., Mashtalir V., Stolbovyi M. Representative Based Clustering of Long Multivariate Sequences with Different Lengths	545
112. Mashtalir S., Mikhnova O., Stolbovyi M. Sequence Matching for Content-Based Video Retrieval	549
113. Berezsky O., Pitsun O., Batryn N., Berezska K., Savka N., Dolynyuk T. Image Segmentation Metric-Based Adaptive Method	554
114. Malets I., Prydatko O., Popovych V., Dominik A. Interactive Computer Simulators in Rescuer Training and Research of their Optimal Use Indicator	558
115. Melnyk R., Kalychak Y. Analysis of Metal Defects by Clustering the Sample and Distributed Cumulative Histogram	563
116. Yelmanov S., Romanyshyn Y. Image Contrast Enhancement Using a Modified Histogram Equalization	568
117. Zadorozhnii Y., Tverdokhlib Y., Fedoronchak T., Myronova N. Development and Implementation of Human Face Alignment and Tracking in Video Streams	574
118. Nazarkevych M., Klyujnyk I., Nazarkevych H. Investigation the Ateb-Gabor Filter in Biometric Security Systems	580
119. Durnyak B., Oleksandr Tymchenko Jr. , Tymchenko O., Havrysh B. Applying the Neuronetchic Methodology to Text Images for their Recognition	584
120. Sherstiuk V., Zharikova M., Sokol I. Forest Fire Monitoring System Based on UAV team, Remote Sensing, and Image Processing	590
121. Furgala Y., Mochulsky Y., Rusyn B. Evaluation of Objects Recognition Efficiency on Mapes by Various Methods	595
122. Gladkykh T., Hnot T., Grubnyk R. Music Content Selection Automation	599
123. Shcherbakova G., Krylov V., Gerganov M., Antoshchuk S., Polyakova M., Sachenko A. Areal Multistart Method of Optimization for Image Recognition	605
124. Kovalchuk M., Koval V., Sachenko A., Zahorodnia D. Development of Real-time Face Recognition System Using Local Binary Patterns	609
125. Table of Contents	615

Content

BIG DATA & DATA SCIENCE USING INTELLIGENT APPROACHES
1.	1
2. Perova I., Litovchenko O., Bodyanskiy Y., Brazhnykova Y., Zavgorodnii I., Mulesa P. Medical Data-Stream Mining in the Area of Electromagnetic Radiation and Low Temperature Influence on Biological Objects	3
3. Zhernova P., Deineko A., Bodyanskiy Y., Riepin V. Adaptive Kernel Data Streams Clustering Based on Neural Networks Ensembles in Conditions of Uncertainty About Amount and Shapes of Clusters	7
4. Ponomaryova G., Nevlydov I., Filipenko O., Volkova M. MEMS-based Inertial Sensor Signals and Machine Learning Methods for Classifying Robot Motion	13
5. Lande D., Andrushchenko V., Balagura I. Data Science in Open-Access Research On-line Resources	17
6. Khairova N., Petrasova S., Lewoniewski W. Building the Semantic Similarity Model for Social Network Data Streams	21
7. Pal G., Li G., Atkinson K. Big Data Real Time Ingestion and Machine Learning	25
8. Berko A., Alieksieiev V. A Method to Solve Uncertainty Problem for Big Data Sources	32
9. Kondratenko Y., Kondratenko N. Computational Library of the Direct Analytic Models for Real-Time Fuzzy Information Processing	38
10. Gerasin O., Zaporozhets Y., Kondratenko Y. Models of Magnetic Driver Interaction with Ferromagnetic Surface and Geometric Data Computing for Clamping Force Localization Patches	44
11. Ostakhov V., Morozov V., Artykulna N. Models of IT Projects KPIs and Metrics	50
12. Kozina Y., Volkova N., Horpenko D. Mobile Application for Decision Support in MultiCriteria Problems	56
13. Basalkevych O., Basalkevych O. Fuzzy Reconstructions in Linguistics	60
14. Malyar M., Voloshyn O., Polishchuk V., Sharkadi M. Fuzzy Mathematical Modeling Financial Risks	65
15. Bidyuk P., Gozhyj A., Kalinina I., Szymanski Z., Beglytsia V. The Methods Bayesian Analysis of the Threshold Stochastic Volatility Model	70
16. Garkavtsev M., Lamonova N., Gostev A. Chosing a Programming Language for a New Project from a Code Quality Perspective	75
17. Putrenko V., Pashynska N., Nazarenko S. Data Mining of Network Events with Space-Time Cube Application	79
18. Palchykov V., Holovatch Y. Bipartite Graph Analysis as an Alternative to Reveal Clusterization in Complex Systems	84
19. Puchala D., Stokfiszewski K., Wieloch K., Yatsymirskyy M. Comparative Study of Massively Parallel GPU Realizations of Wavelet Transform Computation with Lattice Structure and Matrix-Based Approach	88
20. Alieksieiev V. One Approach of Approximation for Incoming Data Stream in IoT based Monitoring System	94
21. Batyuk A., Voityshyn V., Verhun V. Software Architecture Design of the Real-Time Processes Monitoring Platform	98
22. Komar M., Golovko V., Sachenko A., Dorosh V., Yakobchuk P. Deep Neural Network for Image Recognition Based on the Caffe Framework	102
23. Sadek M., Charhad M., Rekik A., Zrigui M. A Framework for Semantic Video Content Indexing Using Textual Information	107
DYNAMIC DATA MINING & DATA STREAM MINING
24.	111
25. Vynokurova O., Bodyanskiy Y., Peleshko D., Rashkevych Y. The Autoencoder Based on Generalized Neo-Fuzzy Neuron and its Fast Learning for Deep Neural Networks	113
26. Chuiko G., Dvornik O., Darnapuk Y. Shape Evolutions of Poincaré Plots for Electromyograms in Data Acquisition Dynamics	119
27. Kravets P. Game Model for Data Stream Clustering	123
28. Lytvyn V., Vysotska V., Burov Y., Demchuk A. Defining Author’s Style for Plagiarism Detection in Academic Environment	128
29. Yuzevych V., Skrynkovskyy R., Koman B. Intelligent Analysis of Data Systems for Defects in Underground Gas Pipeline	134
30. Chyrun L., Kis I., Vysotska V., Chyrun L. Content Analysis Method for Cut Formation of Human Psychological State	139
31. Lytvyn V., Vysotska V., Lozynska O., Oborska O., Dosyn D. Methods of Building Intelligent Decision Support Systems Based on Adaptive Ontology	145
32. Geche F., Mulesa O., Voloshchuk V., Batyuk A. About Kernel Structure Construction of the Generalized Neural Functions	151
33. Smotr O., Burak N., Borzov Y., Ljaskovska S. Implementation of Information Technologies in the organization of Forest Fire Suppression Process	157
34. Riznyk O., Povshuk O., Kynash Y., Noga Y. Transformation of Information Based on Noisy Codes	162
35. Vergeles A., Prokopenko D., Khaya A., Manakova N. Unsupervised Real-Time Stream-Based Novelty Detection Technique	166
36. Deineko A., Zhernova P., Gordon B., Zayika O., Pliss I., Pabyrivska N. Data Stream Online Clustering Based on Fuzzy Expectation-Maximization Approach	171
37. Ljaskovska S., Malets I., Martyn Y., Prydatko O. Information Technology of Process Modeling in the Multiparameter Systems	177
38. Churyumov G., Tokarev V., Tkachov V., Partyka S. Scenario of Interaction of the Mobile Technical Objects in the Process of Transmission of Data Streams in Conditions of Impacting the Powerful Electromagnetic Field	183
39. Prydatko O., Solotvinskyy I., Borzov Y., Didyk O., Smotr O. Informational System of Project Management in the Areas of Regional Security Systems' Development	187
40. Lyubchyk L., Grinberg G. Online Ranking Learning on Clusters	193
41. Bulakh V., Kirichenko L., Radivilova T. Time Series Classification Based on Fractal Properties	198
42. Zavgorodnia O., Mikheev I., Zyma O. Identifining European E-Learner Profile by Means of Data Mining	202
43. Kriukova G., Glybovets M. High-Performance Data Stream Mining by Means of Embedding Hidden Markov Model into Reproducing Kernel Hibert Spaces	207
44. Ambach D., Ambach O. Forecasting the Oil Price with a Periodic Regression ARFIMA-GARCH Process	212
45. Volkova V., Deriuga I., Osadchyi V., Radyvonenko O. Improvement of Character Segmentation using Recurrent Neural Networks and Dynamic Programming	218
46. Golub S., Khymytsia N. The Method of Cliodinamik Monitoring	223
47. Khlamov S., Savanevych V., Briukhovetskyi O., Pohorelov A., Vlasenko V., Dikov E. CoLiTec Software for the Astronomical Data Sets Processing	227
48. Doroshenko A. Piecewise-Linear Approach to Classification Based on Geometrical Transformation Model for Imbalanced Dataset	231
49. Roenko A., Sirenko F., Chervoniak Y., Gorovyi I. Data Processing Methods for Mobile Indoor Navigation	236
50. Holovatch Y., Kenna R., Mryglod O. Data Mining in Scientometrics: Usage Analysis for Academic Publications	241
51. Rudakova H., Polyvoda O., Omelchuk A. Using Recurrent Procedures to Identify the Parameters of the Large-sized Object Moving Process Model in Real Time	247
52. Lozynskyy A., Romanyshyn I., Rusyn B., Minialo V. Robust Approach to Estimation of the Intensity of Noisy Signal with Additive Uncorrelated Impulse Interference	251
53. Pavlyshenko B. Using Stacking Approaches for Machine Learning Models	255
54. Malets R., Malets I., Shynkarenko H., Vahin P. Modeling of Thermoviscoelasticity Time Harmonic Variational Problem for a Thin Wall Body	259
55. Suprun O., Sipko O., Snytyuk V. Educational Schedule Development Using Evolution Technologies	265
56. Lyubinets V., Nicholas D., Boiko T. Automated Labeling of Bugs and Tickets Using Attention-Based Mechanisms in Recurrent Neural Networks	271
57. Lyebyedyev Y., Makhortykh M. #Euromaidan: Quantitative Analysis of Multilingual Framing 2013-2014 Ukrainian Protests on Twitter	276
58. Rybalchenko S. A. Big Data Automatic System of Analysis and Trading on Financial Markets	281
59. Salami M., Sobhani F. M., Ghazizadeh M. S. Development of a New Algorithm Based on Simulation – Optimization Algorithms for Big Data Mining to Improve Prediction of Future Electricity Prices in the Iranian Electricity Market	286
HYBRID SYSTEMS OF COMPUTATIONAL INTELLIGENCE
60.	303
61. Vynokurova O., Peleshko D., Voloshyn V., Oskerko S., Borzov Y. Hybrid Multidimensional Wavelet-Neuro-System and its Learning Using Cross Entropy Cost Function in Pattern Recognition	305
62. Korjagin S., Klachek P., Liberman I. Development of Hybrid Computational Intelligence by Knowledge Genesis Method	310
63. Aizenberg I., Qazi K. Cloud Datacenter Workload Prediction Using Complex-Valued Neural Networks	315
64. Kovylin Y., Volkovsky O. Computer System of Building of the Semantic Model of the Document	322
65. Shafronenko A., Bodyanskiy Y., Dolotov A., Setlak G. Fuzzy Clustering of Distorted Observations Based On Optimal Expansion Using Partial Distances	327
66. Kashpruk N., Walaszek-Babiszewska A., Rydel M. On the Equivalence between AR Family Time Series Models and Fuzzy Models in Signal Processing	331
67. Babichev S., Lytvynenko V., Korobchynskyi M., Škvor J., Voronenko M. Information Technology of Gene Expression Profiles Processing for Purpose of Gene Regulatory Networks Reconstruction	336
68. Rekik A., Masmoudi N. A New Approach for Forming a Probabilistic Risk Assessment Model of Innovative Project Implementation Under Risk	342
69. Morozov V., Kalnichenko O., Khrutba A., Steshenko G., Liubyma I. Managing of Change Streams in Projects of Development Distributed Information Systems	346
70. Vlasenko A., Vynokurova O., Vlasenko N., Peleshko M. A Hybrid Neuro-Fuzzy Model for Stock Market Time-Series Prediction	352
71. Kotsovsky V., Geche F., Batyuk A. Finite Generalization of the Offline Spectral Learning	356
72. Pabyrivska N., Pabyrivskyy V. Inverse Problem for Two-Dimensional Heat Equation with an Unknown Source	361
73. Tatarinova Y. AVIA: Automatic Vulnerability Impact Assessment on the Target System	364
74. Azarov O., Krupelnitsky L., Rakytyanska H. A Fuzzy Model of Television Rating Control with Trend Rules Tuning based on Monitoring Results	369
75. Sokolovskyy Y., Levkovych M., Mokrytska O., Atamanyuk V. Mathematical Modeling of Two-Dimensional Deformation-Relaxation Processes in Environments with Fractal Structure	375
76. Bhushan S., Pal R., Antoshchuk S. Energy Efficient Clustering Protocol for Heterogeneous Wireless Sensor Network: A Hybrid Approach using GA and K-means	381
77. Vitynskyi P., Tkachenko R., Izonin I., Kutucu H. Hybridization of the SGTM Neural-like Structure through Inputs Polynomial Extension	386
78. Aizenberg I., Khaliq Z. Analysis of EEG using Multilayer Neural Network with Multi-Valued Neurons	392
79. Chornous G., Nikolskyi I. Business-Oriented Feature Selection for Hybrid Classification Model of Credit Scoring	397
80. Hu Z., Tyshchenko O. A Hybrid Neuro-Fuzzy Element: a New Structural Node for Evolving Neuro-Fuzzy Systems	402
81. Kharchenko K., Beznosyk O., Romanov V. Implementation of Neural Networks with Help of a Data Flow Virtual Machine	407
82. Mashkov V., Fišer J., Lytvynenko V., Voronenko M. Self-Diagnosis of the Systems with Intermittently Faulty Units	411
83. Chumachenko D. On Intelligent Multiagent Approach to Viral Hepatitis B Epidemic Processes Simulation	415
84. Kondratiuk S., Krak I. Dactyl Alphabet Modeling and Recognition Using Cross Platform Software	420
85. Wieczorek L., Ignaciuk P. Intelligent Support for Resource Distribution in Logistic Networks Using Continuous-Domain Genetic Algorithms	424
86. Shelevytsky I., Shelevytska V., Golovko V., Semenov B. Segmentation and Parametrization of the Phonocardiogram for the Heart Conditions Classification in Newborns	430
87. Dumin O., Shyrokorad D., Pochanin G., Plakhtii V., Prishchenko O. Subsurface Object Identification by Artificial Neural Networks and Impulse Radiolocation	434
88. Tsmots I., Skorokhoda O., Tsymbal Y., Tesluyk T., Khavalko V. Neural-Like Means for Data Streams Encryption and Decryption in Real Time	438
89. Dyvak M., Oliynyk I., Pukas A., Melnyk A. Selection the “Saturated” Block from Interval System of Linear Algebraic Equations for Recurrent Laryngeal Nerve Identification	444
90. Tarasiuk P., Yatsymirskyy M. Optimized Concise Implementation of Batcher’s Odd-Even Sorting	449
MACHINE VISION AND PATTERN RECOGNITION
91.	453
92. Peleshko D., Maksymiv O., Rak T., Voloshyn O., Morklianyk B. Core Generator of Hypotheses for Real-Time Flame Detecting	455
93. Gorokhovatskyi O., Peredrii O. Shallow Convolutional Neural Networks for Pattern Recognition Problems	459
94. Gorokhovatskyi V., Putyatin Y., Gorokhovatskyi O., Peredrii O. Quantization of the Space of Structural Image Features as a Way to Increase Recognition Performance	464
95. Al-Ammouri A., Al-Ammori H., Klochan A., Degtiarova A. Logic-Mathematical Model for Recognition the Dangerous Flight Events	468
96. Bodyanskiy Y., Kulishova N., Malysheva D. The Multidimensional Extended Neo-Fuzzy System and its Fast Learning for Emotions Online Recognition	473
97. Boyko N., Shakhovska N., Basystiuk O. Performance Evaluation and Comparison of Software for Face Recognition, based on Dlib and Opencv Library	478
98. Klyuvak A., Kliuvak O., Skrynkovskyy R. Partial Motion Blur Removal	483
99. Yelmanov S., Romanyshyn Y. A Generalized Description for the Perceived Contrast of Image Elements	488
100. Korobchynskyi M., Mariliv A., Slonov M., Mieshkov S. Method for Determining the Rational Time Intervals for Detecting Objects by Thermal Imager	494
101. Boyun V. Bioinspired Approaches to the Selection and Processing of Video Information	498
102. Moskalenko V., Moskalenko A., Korobov A., Boiko O., Martynenko S., Borovenskyi O. Model and Training Methods of Autonomous Navigation System for Compact Drones	503
103. Smelyakov K., Yeremenko D., Polezhai V., Sakhon A., Chupryna A. Braille Character Recognition Based on Neural Networks	509
104. Rassomakhin S., Kuznetsov A., Shlokin V., Bilozetsev I., Serhiienko R. Mathematical Model for the Probabilistic Minutia Distribution in Biometric Fingerprint Images	514
105. Bodyanskiy Y., Pliss I., Kopaliani D., Boiko O. Deep 2D-Neural Network and its Fast Learning	519
106. Yerokhin A., Semenets V., Nechyporenko A., Turuta O., Babii A. F-transform 3D Point Cloud Filtering Algorithm	524
107. Hurtik P., Číž D., Kaláb O., Musiolek D., Kočárek P., Tomis M. Software for Visual Insect Tracking Based on F-transform Pattern Matching	528
108. Gorovyi I., Vovk V., Shevchenko M., Zozulia V., Sharapov D. Embedded Vision Modules for Text Recognition and Fiducial Markers Tracking	534
109. Martsyshyn R., Miyushkovych Y., Sikora L., Lysa N., Tkachuk R. Technology of Remote Recognition the Dart-Arrow on the Target	538
110. Kovalchuk A., Lotoshynska N. Elements of RSA Algorithm and Extra Noising in a Binary Linear-Quadratic Transformations During Encryption and Decryption of Images	542
111. Mashtalir S., Mashtalir V., Stolbovyi M. Representative Based Clustering of Long Multivariate Sequences with Different Lengths	545
112. Mashtalir S., Mikhnova O., Stolbovyi M. Sequence Matching for Content-Based Video Retrieval	549
113. Berezsky O., Pitsun O., Batryn N., Berezska K., Savka N., Dolynyuk T. Image Segmentation Metric-Based Adaptive Method	554
114. Malets I., Prydatko O., Popovych V., Dominik A. Interactive Computer Simulators in Rescuer Training and Research of their Optimal Use Indicator	558
115. Melnyk R., Kalychak Y. Analysis of Metal Defects by Clustering the Sample and Distributed Cumulative Histogram	563
116. Yelmanov S., Romanyshyn Y. Image Contrast Enhancement Using a Modified Histogram Equalization	568
117. Zadorozhnii Y., Tverdokhlib Y., Fedoronchak T., Myronova N. Development and Implementation of Human Face Alignment and Tracking in Video Streams	574
118. Nazarkevych M., Klyujnyk I., Nazarkevych H. Investigation the Ateb-Gabor Filter in Biometric Security Systems	580
119. Durnyak B., Oleksandr Tymchenko Jr. , Tymchenko O., Havrysh B. Applying the Neuronetchic Methodology to Text Images for their Recognition	584
120. Sherstiuk V., Zharikova M., Sokol I. Forest Fire Monitoring System Based on UAV team, Remote Sensing, and Image Processing	590
121. Furgala Y., Mochulsky Y., Rusyn B. Evaluation of Objects Recognition Efficiency on Mapes by Various Methods	595
122. Gladkykh T., Hnot T., Grubnyk R. Music Content Selection Automation	599
123. Shcherbakova G., Krylov V., Gerganov M., Antoshchuk S., Polyakova M., Sachenko A. Areal Multistart Method of Optimization for Image Recognition	605
124. Kovalchuk M., Koval V., Sachenko A., Zahorodnia D. Development of Real-time Face Recognition System Using Local Binary Patterns	609
125. Table of Contents	615

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Issue Date	Title	Author(s)	Type	Issue Date	Title	Author(s)
28-Feb-2018	Forecasting the Oil Price with a Periodic Regression ARFIMA-GARCH Process	Ambach, Daniel; Ambach, Oleksandra; Department for Data Science smava GmbH Berlin; FirmenCenter Grundung und Nachfolge Berliner Sparkasse	Conference Abstract	28-Feb-2018	Forecasting the Oil Price with a Periodic Regression ARFIMA-GARCH Process	Ambach, Daniel; Ambach, Oleksandra
28-Feb-2018	High-Performance Data Stream Mining by Means of Embedding Hidden Markov Model into Reproducing Kernel Hibert Spaces	Kriukova, Galyna; Glybovets, Mykola; National University of Kyiv-Mohyla Academy	Conference Abstract	28-Feb-2018	High-Performance Data Stream Mining by Means of Embedding Hidden Markov Model into Reproducing Kernel Hibert Spaces	Kriukova, Galyna; Glybovets, Mykola
28-Feb-2018	Identifining European E-Learner Profile by Means of Data Mining	Zavgorodnia, Olga; Mikheev, Ivan; Zyma, Oleksandr; Simon Kuznets Kharkiv National University of Economics; Kharkiv National University of Civil Engineering and Architecture	Conference Abstract	28-Feb-2018	Identifining European E-Learner Profile by Means of Data Mining	Zavgorodnia, Olga; Mikheev, Ivan; Zyma, Oleksandr
28-Feb-2018	Time Series Classification Based on Fractal Properties	Bulakh, Vitalii; Kirichenko, Lyudmyla; Radivilova, Tamara; Kharkiv National University of Radioelectronics	Conference Abstract	28-Feb-2018	Time Series Classification Based on Fractal Properties	Bulakh, Vitalii; Kirichenko, Lyudmyla; Radivilova, Tamara
28-Feb-2018	Online Ranking Learning on Clusters	Lyubchyk, Leonid; Grinberg, Galyna; National Technical University “Kharkiv Polytechnic Institute”	Conference Abstract	28-Feb-2018	Online Ranking Learning on Clusters	Lyubchyk, Leonid; Grinberg, Galyna
28-Feb-2018	Informational System of Project Management in the Areas of Regional Security Systems' Development	Prydatko, Oleksandr; Solotvinskyy, Ivan; Borzov, Yuriy; Didyk, Oleksii; Smotr, Olga; Lviv State University of Life Safety; Kherson National Technical University	Conference Abstract	28-Feb-2018	Informational System of Project Management in the Areas of Regional Security Systems' Development	Prydatko, Oleksandr; Solotvinskyy, Ivan; Borzov, Yuriy; Didyk, Oleksii; Smotr, Olga
28-Feb-2018	MEMS-based Inertial Sensor Signals and Machine Learning Methods for Classifying Robot Motion	Ponomaryova, Ganna; Nevlydov, Igor; Filipenko, Oleksandr; Volkova, Mariya; Kharkiv National University of Radio Electronics	Conference Abstract	28-Feb-2018	MEMS-based Inertial Sensor Signals and Machine Learning Methods for Classifying Robot Motion	Ponomaryova, Ganna; Nevlydov, Igor; Filipenko, Oleksandr; Volkova, Mariya
28-Feb-2018	Scenario of Interaction of the Mobile Technical Objects in the Process of Transmission of Data Streams in Conditions of Impacting the Powerful Electromagnetic Field	Churyumov, Gennadiy; Tokarev, Vladimir; Tkachov, Vitalii; Partyka, Stanislav; Kharkiv National University of Radio Electronics	Conference Abstract	28-Feb-2018	Scenario of Interaction of the Mobile Technical Objects in the Process of Transmission of Data Streams in Conditions of Impacting the Powerful Electromagnetic Field	Churyumov, Gennadiy; Tokarev, Vladimir; Tkachov, Vitalii; Partyka, Stanislav
28-Feb-2018	Information Technology of Process Modeling in the Multiparameter Systems	Ljaskovska, Solomija; Malets, Igor; Martyn, Yevgen; Prydatko, Oleksandr; Lviv Polytechnic National University; Lviv State University of Life Safety	Conference Abstract	28-Feb-2018	Information Technology of Process Modeling in the Multiparameter Systems	Ljaskovska, Solomija; Malets, Igor; Martyn, Yevgen; Prydatko, Oleksandr
28-Feb-2018	Data Stream Online Clustering Based on Fuzzy Expectation-Maximization Approach	Deineko, Anastasiia; Zhernova, Polina; Gordon, Boris; Zayika, Oleksandr; Pliss, Iryna; Pabyrivska, Nelya; Kharkiv National University of Radio Electronics; Lviv Polytechnic National University; Tallinn University of Technology	Conference Abstract	28-Feb-2018	Data Stream Online Clustering Based on Fuzzy Expectation-Maximization Approach	Deineko, Anastasiia; Zhernova, Polina; Gordon, Boris; Zayika, Oleksandr; Pliss, Iryna; Pabyrivska, Nelya
28-Feb-2018	Transformation of Information Based on Noisy Codes	Riznyk, Oleg; Povshuk, Olexandr; Kynash, Yurii; Noga, Yurii; Lviv Polytechnic National University	Conference Abstract	28-Feb-2018	Transformation of Information Based on Noisy Codes	Riznyk, Oleg; Povshuk, Olexandr; Kynash, Yurii; Noga, Yurii
28-Feb-2018	Unsupervised Real-Time Stream-Based Novelty Detection Technique	Vergeles, Anna; Prokopenko, Dmytro; Khaya, Alexander; Manakova, Nataliia; Cloud Operations Oracle	Conference Abstract	28-Feb-2018	Unsupervised Real-Time Stream-Based Novelty Detection Technique	Vergeles, Anna; Prokopenko, Dmytro; Khaya, Alexander; Manakova, Nataliia
28-Feb-2018	Implementation of Information Technologies in the organization of Forest Fire Suppression Process	Smotr, Olga; Burak, Nazarii; Borzov, Yuriy; Ljaskovska, Solomija; Lviv Polytechnic National University; Lviv State University of Life Safety	Conference Abstract	28-Feb-2018	Implementation of Information Technologies in the organization of Forest Fire Suppression Process	Smotr, Olga; Burak, Nazarii; Borzov, Yuriy; Ljaskovska, Solomija
28-Feb-2018	About Kernel Structure Construction of the Generalized Neural Functions	Geche, Fedir; Mulesa, Oksana; Voloshchuk, Veronika; Batyuk, Anatoliy; Uzhhorod National University; Lviv Polytechnic National University	Conference Abstract	28-Feb-2018	About Kernel Structure Construction of the Generalized Neural Functions	Geche, Fedir; Mulesa, Oksana; Voloshchuk, Veronika; Batyuk, Anatoliy
28-Feb-2018	Methods of Building Intelligent Decision Support Systems Based on Adaptive Ontology	Lytvyn, Vasyl; Vysotska, Victoria; Lozynska, Olga; Oborska, Oksana; Dosyn, Dmytro; Lviv Polytechnic National University; Karpenko Physico-Mechanical Institute of the NAS of Ukraine	Conference Abstract	28-Feb-2018	Methods of Building Intelligent Decision Support Systems Based on Adaptive Ontology	Lytvyn, Vasyl; Vysotska, Victoria; Lozynska, Olga; Oborska, Oksana; Dosyn, Dmytro
28-Feb-2018	Content Analysis Method for Cut Formation of Human Psychological State	Chyrun, Liliya; Kis, Iaroslav; Vysotska, Victoria; Chyrun, Lyubomyr; Lviv Polytechnic National University	Conference Abstract	28-Feb-2018	Content Analysis Method for Cut Formation of Human Psychological State	Chyrun, Liliya; Kis, Iaroslav; Vysotska, Victoria; Chyrun, Lyubomyr
28-Feb-2018	Adaptive Kernel Data Streams Clustering Based on Neural Networks Ensembles in Conditions of Uncertainty About Amount and Shapes of Clusters	Zhernova, Polina; Deineko, Anastasiia; Bodyanskiy, Yevgeniy; Riepin, Vladyslav; Kharkiv National University of Radio Electronics	Conference Abstract	28-Feb-2018	Adaptive Kernel Data Streams Clustering Based on Neural Networks Ensembles in Conditions of Uncertainty About Amount and Shapes of Clusters	Zhernova, Polina; Deineko, Anastasiia; Bodyanskiy, Yevgeniy; Riepin, Vladyslav
28-Feb-2018	Intelligent Analysis of Data Systems for Defects in Underground Gas Pipeline	Yuzevych, Volodymyr; Skrynkovskyy, Ruslan; Koman, Bohdan; Karpenko Physico-Mechanical Institute of the National Academy of Sciences of Ukraine; Lviv University of Business and Law; Ivan Franko National University of Lviv	Conference Abstract	28-Feb-2018	Intelligent Analysis of Data Systems for Defects in Underground Gas Pipeline	Yuzevych, Volodymyr; Skrynkovskyy, Ruslan; Koman, Bohdan
28-Feb-2018	Defining Author’s Style for Plagiarism Detection in Academic Environment	Lytvyn, Vasyl; Vysotska, Victoria; Burov, Yevhen; Demchuk, Andriy; Lviv Polytechnic National University	Conference Abstract	28-Feb-2018	Defining Author’s Style for Plagiarism Detection in Academic Environment	Lytvyn, Vasyl; Vysotska, Victoria; Burov, Yevhen; Demchuk, Andriy
28-Feb-2018	Shape Evolutions of Poincaré Plots for Electromyograms in Data Acquisition Dynamics	Chuiko, Gennady; Dvornik, Olga; Darnapuk, Yevhen; Petro Mohyla Black Sea National University	Conference Abstract	28-Feb-2018	Shape Evolutions of Poincaré Plots for Electromyograms in Data Acquisition Dynamics	Chuiko, Gennady; Dvornik, Olga; Darnapuk, Yevhen

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