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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
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
882021
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
832022
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
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
782021
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
712023
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
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
582022
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
532021
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
512023
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
512021
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
502017
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
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
432019
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
412015
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