| 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 | 142 | 2022 |
| 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 | 142 | 2018 |
| 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 | 121 | 2020 |
| 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 | 96 | 2018 |
| 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 | 95 | 2021 |
| 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 | 86 | 2021 |
| 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 | 83 | 2019 |
| 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 | 81 | 2018 |
| 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 | 79 | 2023 |
| 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 | 66 | 2021 |
| 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 | 64 | 2017 |
| 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 | 62 | 2021 |
| 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 | 52 | 2019 |
| 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 | 44 | 2020 |
| 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 | 43 | 2019 |
| 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 | 43 | 2015 |
| 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 | 41 | 2018 |
| 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 | 40 | 2018 |
| 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 | 39 | 2018 |
| 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 | 39 | 2018 |
Іван Ізонін / Ivan IzoninPhD, DSc (Artificial Intelligence), Assoc. Prof., Lviv Polytechnic National UniversityVerified email at lpnu.ua
