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Roman Tkachenko
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Model and principles for the implementation of neural-like structures based on geometric data transformations
R Tkachenko, I Izonin
International Conference on Computer Science, Engineering and Education, 2018
992018
An approach towards increasing prediction accuracy for the recovery of missing IoT data based on the GRNN-SGTM ensemble
R Tkachenko, I Izonin, N Kryvinska, I Dronyuk, K Zub
Sensors 20 (9), 2625, 2020
732020
Multiple linear regression based on coefficients identification using non-iterative SGTM neural-like structure
I Izonin, R Tkachenko, N Kryvinska, P Tkachenko
International Work-Conference on Artificial Neural Networks, 467-479, 2019
562019
Learning-based image scaling using neural-like structure of geometric transformation paradigm
R Tkachenko, P Tkachenko, I Izonin, Y Tsymbal
Advances in soft computing and machine learning in image processing, 537-565, 2018
512018
Development of the non-iterative supervised learning predictor based on the ito decomposition and SGTM neural-like structure for managing medical insurance costs
R Tkachenko, I Izonin, P Vitynskyi, N Lotoshynska, O Pavlyuk
Data 3 (4), 46, 2018
492018
The combined use of the wiener polynomial and SVM for material classification task in medical implants production
I Izonin, A Trostianchyn, Z Duriagina, R Tkachenko, T Tepla, ...
International Journal of Intelligent Systems and Applications 10 (9), 40-47, 2018
472018
An approach towards missing data management using improved GRNN-SGTM ensemble method
I Izonin, R Tkachenko, V Verhun, K Zub
Engineering Science and Technology, an International Journal 24 (3), 749-759, 2021
402021
Missing data imputation through SGTM neural-like structure for environmental monitoring tasks
O Mishchuk, R Tkachenko, I Izonin
International Conference on Computer Science, Engineering and Education, 2019
292019
Predictive modeling based on small data in clinical medicine: RBF-based additive input-doubling method
I Izonin, R Tkachenko, I Dronyuk, P Tkachenko, M Gregus, M Rashkevych
Mathematical Biosciences and Engineering 18 (3), 2599-2613, 2021
282021
Hybridization of the SGTM neural-like structure through inputs polynomial extension
P Vitynskyi, R Tkachenko, I Izonin, H Kutucu
2018 IEEE Second International Conference on Data Stream Mining & Processing, 2018
282018
An approach towards missing data recovery within IoT smart system
I Izonin, N Kryvinska, R Tkachenko, K Zub
Procedia Computer Science 155, 11-18, 2019
272019
Imbalance data classification via neural-like structures of geometric transformations model: Local and global approaches
R Tkachenko, A Doroshenko, I Izonin, Y Tsymbal, B Havrysh
International conference on computer science, engineering and education, 2018
272018
Recovery of incomplete IoT sensed data using high-performance extended-input neural-like structure
I Izonin, R Tkachenko, N Kryvinska, K Zub, O Mishchuk, T Lisovych
Procedia Computer Science 160, 521-526, 2019
252019
Implementation of neural networks for fuzzy and semistructured data
A Pukach, V Teslyuk, R Tkachenko, RA Ivantsiv
2011 11th International Conference The Experience of Designing and, 2011
252011
A digital watermarking scheme based on autoassociative neural networks of the geometric transformations model
Y Tsymbal, R Tkachenko
2016 IEEE First International Conference on Data Stream Mining & Processing, 2016
222016
Learning-based image super-resolution using weight coefficients of synaptic connections
I Izonin, R Tkachenko, D Peleshko, T Rak, D Batyuk
2015 Xth International Scientific and Technical Conference" Computer, 2015
222015
Piecewise-linear Approach for Medical Insurance Costs Prediction using SGTM Neural-Like Structure.
R Tkachenko, I Izonin, N Kryvinska, V Chopyak, N Lotoshynska, ...
IDDM, 170-179, 2018
202018
Non-iterative Neural-like Predictor for Solar Energy in Libya.
R Tkachenko, H Kutucu, I Izonin, A Doroshenko, Y Tsymbal
ICTERI 1, 35-45, 2018
192018
Development of machine learning method of titanium alloy properties identification in additive technologies
R Tkachenko, Z Duriagina, I Lemishka, I Izonin, A Trostianchyn
- , 23-31, 2018
182018
GRNN approach towards missing data recovery between IoT systems
I Izonin, N Kryvinska, P Vitynskyi, R Tkachenko, K Zub
International Conference on Intelligent Networking and Collaborative Systems, 2019
172019
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