متابعة
Roman Tkachenko
Roman Tkachenko
Dr.Sc, Prof., Lviv Polytechnic National University
بريد إلكتروني تم التحقق منه على lpnu.ua - الصفحة الرئيسية
عنوان
عدد مرات الاقتباسات
عدد مرات الاقتباسات
السنة
Model and principles for the implementation of neural-like structures based on geometric data transformations‏
R Tkachenko, I Izonin‏
Advances in Computer Science for Engineering and Education 13, 578-587, 2019‏
1372019
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
1142020
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
912018
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
872021
Multiple linear regression based on coefficients identification using non-iterative SGTM neural-like structure‏
I Izonin, R Tkachenko, N Kryvinska, P Tkachenko, M Greguš ml‏
International Work-Conference on Artificial Neural Networks, 467-479, 2019‏
832019
A two-step data normalization approach for improving classification accuracy in the medical diagnosis domain‏
I Izonin, R Tkachenko, N Shakhovska, B Ilchyshyn, KK Singh‏
Mathematics 10 (11), 1942, 2022‏
792022
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
772021
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
772018
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, 2017‏
622017
The additive input-doubling method based on the SVR with nonlinear kernels: Small data approach‏
I Izonin, R Tkachenko, N Shakhovska, N Lotoshynska‏
Symmetry 13 (4), 612, 2021‏
502021
A GRNN-based approach towards prediction from small datasets in medical application‏
I Izonin, R Tkachenko, K Zub, P Tkachenko‏
Procedia Computer Science 184, 242-249, 2021‏
482021
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
452019
Efficient data preprocessing with ensemble machine learning technique for the early detection of chronic kidney disease‏
VK Venkatesan, MT Ramakrishna, I Izonin, R Tkachenko, M Havryliuk‏
Applied Sciences 13 (5), 2885, 2023‏
442023
Stacking-based GRNN-SGTM ensemble model for prediction tasks‏
I Izonin, R Tkachenko, P Vitynskyi, K Zub, P Tkachenko, I Dronyuk‏
2020 International conference on decision aid sciences and application (DASA …, 2020‏
432020
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
422019
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
382015
Piecewise-linear Approach for Medical Insurance Costs Prediction using SGTM Neural-Like Structure.‏
R Tkachenko, I Izonin, N Kryvinska, V Chopyak, N Lotoshynska, ...‏
IDDM 21, 170-179, 2018‏
372018
Development of machine learning method of titanium alloy properties identification in additive technologies‏
R Tkachenko, Z Duriagina, I Lemishka, I Izonin, A Trostianchyn‏
Восточно-Европейский журнал передовых технологий, 23-31, 2018‏
372018
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
Advances in Computer Science for Engineering and Education 13, 112-122, 2019‏
362019
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
332019
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مقالات 1–20