Follow
Іван Ізонін / Ivan Izonin
Іван Ізонін / Ivan Izonin
Other namesI. Izonin, Іван Вікторович Ізонін
Assoc. Prof. of the Department of Artificial Intelligence, Lviv Polytechnic National University
Verified email at lpnu.ua - Homepage
Title
Cited by
Cited by
Year
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
1372018
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
1102020
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
892018
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
842021
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
782022
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
Image Superresolution via Divergence Matrix and Automatic Detection of Crossover
D Peleshko, T Rak, I Izonin
International Journal of Intelligent Systems and Applications 8 (12), 1, 2016
732016
Homogeneous adaboost ensemble machine learning algorithms with reduced entropy on balanced data
MT Ramakrishna, VK Venkatesan, I Izonin, M Havryliuk, CR Bhat
Entropy 25 (2), 245, 2023
662023
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
622018
Edldr: An ensemble deep learning technique for detection and classification of diabetic retinopathy
SS Mondal, N Mandal, KK Singh, A Singh, I Izonin
Diagnostics 13 (1), 124, 2022
522022
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
492021
A GRNN-based Approach towards Prediction from Small Datasets in Medical Application
I Izonin, R Tkachenko, M Gregus ml., K Zub, P Tkachenko
Procedia Computer Science 184, 242-249, 2021
492021
Single-frame image super-resolution based on singular square matrix operator
Y Rashkevych, D Peleshko, O Vynokurova, I Izonin, N Lotoshynska
2017 IEEE First Ukraine Conference on Electrical and Computer Engineering …, 2017
492017
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
462019
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
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
422023
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
Piecewise-linear Approach for Medical Insurance Costs Prediction using SGTM Neural-Like Structure
R Tkachenko, I Izonin, N Kryvinska, V Chopyak, N Lotoshynska, ...
CEUR-WS, 170-179, 2018
392018
The system can't perform the operation now. Try again later.
Articles 1–20