Ivan Izonin

85 papers C 13Misc 4Journal 31Unranked 35
YearRankTypeTitle / Venue / Authors
2026 J jnl
Post-Quantum Cryptography and Nature-Inspired Cyber Defense: Strategic Readiness and Adaptive Techniques for Next-Gen Threat Response.
IEEE Access
Shishir Kumar Shandilya, Chirag Ganguli, Ajay Kumar, Ivan Izonin, Michal Gregus
2025 — conf
Adaptive neo-fuzzy bagging metamodel and its fast learning.
ISW-CoLInS
Yevgeniy V. Bodyanskiy, Ivan Izonin, Iryna Pliss, Olha Chala, Sergiy Popov
2025 — conf
Artificial Intelligence for the Future of Construction.
SMARTINDUSTRY
Ivan Izonin, Roman Tkachenko, Nataliya Shakhovska, Rosana Caro, Antonio LaTorre, Stergios Aristoteles Mitoulis
2025 J jnl
Cascade-Based Input-Doubling Classifier for Predicting Survival in Allogeneic Bone Marrow Transplants: Small Data Case.
Comput.
Ivan Izonin, Roman Tkachenko, Nazarii Hovdysh, Oleh Berezsky, Kyrylo Yemets, Ivan Tsmots
2025 J jnl
Enhancing the FFT-LSTM Time-Series Forecasting Model via a Novel FFT-Based Feature Extraction-Extension Scheme.
Big Data Cogn. Comput.
Kyrylo Yemets, Ivan Izonin, Ivanna Dronyuk
2025 J jnl
GRNN-based cascade ensemble model for non-destructive damage state identification: small data approach.
Eng. Comput.
Ivan Izonin, Athanasia K. Kazantzi, Roman Tkachenko, Stergios Aristoteles Mitoulis
2025 J jnl
GateTS: Versatile and Efficient Forecasting via Attention-Inspired routed Mixture-of-Experts.
CoRR
Kyrylo Yemets, Mykola Lukashchuk, Ivan Izonin
2025 — conf
Linear ensemble model with winner-takes-all aggregation strategy for improved small data classification.
ExplAI
Ivan Izonin, Roman Tkachenko, Serhii Chesanov, Yaroslav Tolstyak, Myroslav Stupnytskyi
2025 C ed.
Proceedings of the 7th International Conference on Informatics & Data-Driven Medicine, Birmingham, United Kingdom, November 14-16, 2024.
IDDM
Natalia Shakhovska, Jianbo Jiao, Ivan Izonin, Stéphane Chrétien
2024 J jnl
A Method for Reducing Training Time of ML-Based Cascade Scheme for Large-Volume Data Analysis.
Sensors
Ivan Izonin, Roman Muzyka, Roman Tkachenko, Ivanna Dronyuk, Kyrylo Yemets, Stergios Aristoteles Mitoulis
2024 J jnl
Advancements in AI-Based Information Technologies: Solutions for Quality and Security.
Syst.
Tetiana Hovorushchenko, Ivan Izonin, Hakan Kutucu
2024 — conf
An Adaptation of the Input Doubling Method for Solving Classification Tasks in Case of Small Data Processing.
FNC/MobiSPC/SEIT
Ivan Izonin, Roman Tkachenko, Myroslav Havryliuk, Michal Gregus, Pavlo Yendyk, Yaroslav Tolstyak
2024 — conf
An Approach Towards Reducing Training Time of the Input Doubling Method via Clustering for Middle-Sized Data Analysis.
FNC/MobiSPC/SEIT
Ivan Izonin, Roman Tkachenko, Kyrylo Yemets, Michal Gregus, Yevhen Tomashy, Iryna Pliss
2024 — conf
Artificial Intelligence for the Future of Construction - abstract.
SMARTINDUSTRY
Ivan Izonin, José M. Peña, Antonio LaTorre
2024 C conf
Artificial Intelligence in Medicine: Small Data Approach.
IDDM
Ivan Izonin, Roman Tkachenko, Iryna Pliss, Yaroslav Tolstyak, Kyrylo Yemets, Olha Chala, Myroslav Havryliuk, Stéphane Chrétien
2024 J jnl
Enhanced Input-Doubling Method Leveraging Response Surface Linearization to Improve Classification Accuracy in Small Medical Data Processing.
Comput.
Ivan Izonin, Roman Tkachenko, Pavlo Yendyk, Iryna Pliss, Yevgeniy V. Bodyanskiy, Michal Gregus
2024 J jnl
Multi-Step Dynamic Ensemble Selection to Estimate Software Effort.
Appl. Artif. Intell.
Akshay Jadhav, Shishir Kumar Shandilya, Ivan Izonin, Roman Muzyka
2024 — conf
Neuro-Fuzzy System with Adaptive Membership-Activation Functions for Pattern Recognition.
ACIT
Olha Chala, Ivan Izonin, Iryna Pliss, Yevgeniy V. Bodyanskiy
2024 — conf
PCA-NuSVR Framework for Predicting Local and Global Indicators of Tunneling-induced Building Damage.
SMARTINDUSTRY
Ivan Izonin, Ali Gamra, Oleslav Boychuk, Jelena Ninic, Roman Tkachenko, Stergios Aristoteles Mitoulis
2024 C ed.
Proceedings of the 6th International Conference on Informatics & Data-Driven Medicine, Bratislava, Slovakia, November 17-19, 2023.
IDDM
Natalia Shakhovska, Michal Kovác, Ivan Izonin, Stéphane Chrétien
2024 J jnl
Quality and Security of Critical Infrastructure Systems.
Big Data Cogn. Comput.
Ivan Izonin, Tetiana Hovorushchenko, Shishir Kumar Shandilya
2024 — conf
Regression-based Model for Predicting Simulated vs Actual Building Performance Discrepancies.
EUSPN/ICTH
Ivan Izonin, Roman Tkachenko, Rosana Caro, Antonio Latorre de la Fuente, Kyrylo Yemets, Stergios Aristoteles Mitoulis
2024 J jnl
Synthesis of Convolutional Neural Network architectures for biomedical image classification.
Biomed. Signal Process. Control.
Oleh Berezsky, Petro Liashchynskyi, Oleh Pitsun, Ivan Izonin
2023 C conf
A Hybrid Two-ML-based Classifier to Predict the Survival of Kidney Transplants One Month after Transplantation.
IDDM
Ivan Izonin, Yaroslav Tolstyak, Veronika Kachmar, Roman Tkachenko, Mariya Rashkevych, Valentyna Chopyak
2023 J jnl
An Approach toward Automatic Specifics Diagnosis of Breast Cancer Based on an Immunohistochemical Image.
J. Imaging
Oleh Berezsky, Oleh Pitsun, Grygoriy Melnyk, Tamara Datsko, Ivan Izonin, Bohdan Derysh
2023 Misc conf
An Approximation Cascade Scheme via Rational Fractions for Biomedical Data Analysis.
CSIT
Ivan Izonin, Roman Tkachenko, Ostap Shcherbii, Oleh Berezsky, Iurii Krak, Maksym Oliinyk
2023 J jnl
An improved ANN-based global-local approximation for small medical data analysis.
EAI Endorsed Trans. Pervasive Health Technol.
Ivan Izonin, Roman Tkachenko, Roman Bliakhar, Michal Kovác, Yevgeniy V. Bodyanskiy, Olha Chala
2023 J jnl
Editorial.
J. Cyber Secur. Mobil.
Ivan Izonin, Tetiana Hovorushchenko, Peter T. Popov
2023 J jnl
Effective Software Effort Estimation Leveraging Machine Learning for Digital Transformation.
IEEE Access
Akshay Jadhav, Shishir Kumar Shandilya, Ivan Izonin, Michal Gregus
2023 J jnl
Fast Computational Approach to the Levenberg-Marquardt Algorithm for Training Feedforward Neural Networks.
J. Artif. Intell. Soft Comput. Res.
Jaroslaw Bilski, Jacek Smolag, Bartosz Kowalczyk, Konrad Grzanek, Ivan Izonin
2023 J jnl
Homogeneous Adaboost Ensemble Machine Learning Algorithms with Reduced Entropy on Balanced Data.
Entropy
Mahesh Thyluru Ramakrishna, Vinoth Kumar Venkatesan, Ivan Izonin, Myroslav Havryliuk, Chandrasekhar Rohith Bhat
2023 — conf
Machine learning for predicting energy efficiency of buildings: a small data approach.
EUSPN/ICTH
Ivan Izonin, Roman Tkachenko, Stergios Aristoteles Mitoulis, Asaad Faramarzi, Ivan Tsmots, Danylo Mashtalir
2023 J jnl
Mathematical models of the information interaction process in 5G-IoT ecosystem: Different functional scenarios.
ICT Express
Viacheslav Kovtun, Ivan Izonin, Michal Gregus
2023 J jnl
Satellite Image Classification Using a Hybrid Manta Ray Foraging Optimization Neural Network.
Big Data Min. Anal.
Amit Kumar Rai, Nirupama Mandal, Krishna Kant Singh, Ivan Izonin
2023 J jnl
Smart systems and data-driven services in healthcare.
Comput. Biol. Medicine
Ivan Izonin, Hakan Kutucu, Krishna Kant Singh
2023 J jnl
Smart technologies and its application for medical/healthcare services.
J. Reliab. Intell. Environ.
Ivan Izonin, Patrizia Ribino, Ali Ebrahimnejad, Mario Quinde
2022 — conf
I-PNN: An Improved Probabilistic Neural Network for Binary Classification of Imbalanced Medical Data.
DEXA (2)
Ivan Izonin, Roman Tkachenko, Michal Gregus
2022 J jnl
Mathematical Simulation of Behavior of Female Breast Consisting Malignant Tumor During Hormonal Changes.
IEEE Access
Akshara Makrariya, Shishir Kumar Shandilya, Smita Shandilya, Michal Gregus, Ivan Izonin, Rahul Makrariya
2022 J jnl
Model of Information System Communication in Aggressive Cyberspace: Reliability, Functional Safety, Economics.
IEEE Access
Viacheslav Kovtun, Ivan Izonin, Michal Gregus
2022 C ed.
Proceedings of the 5th International Conference on Informatics & Data-Driven Medicine, Lyon, France, November 18 - 20, 2022.
IDDM
Natalia Shakhovska, Stéphane Chrétien, Ivan Izonin, Jaime Campos
2022 J jnl
SGD-Based Cascade Scheme for Higher Degrees Wiener Polynomial Approximation of Large Biomedical Datasets.
Mach. Learn. Knowl. Extr.
Ivan Izonin, Roman Tkachenko, Rostyslav Holoven, Kyrylo Yemets, Myroslav Havryliuk, Shishir Kumar Shandilya
2022 C conf
Simple Neuro-Fuzzy System with Combined Learning for Pattern Recognition under Conditions of Short Training Set in Medical Diagnostics Tasks.
IDDM
Yevgeniy V. Bodyanskiy, Olha Chala, Ivan Izonin, Sergiy Popov
2022 J jnl
Special Issue on Safe and Reliable AI for Smart Sustainable Cities.
Symmetry
Ivan Izonin, Stéphane Chrétien, Ali Ebrahimnejad
2022 — conf
Towards Data Normalization Task for the Efficient Mining of Medical Data.
ACIT
Ivan Izonin, Bohdan Ilchyshyn, Roman Tkachenko, Michal Gregus, Natalya Shakhovska, Christine Strauss
2021 — conf
A GRNN-based Approach towards Prediction from Small Datasets in Medical Application.
ANT/EDI40
Ivan Izonin, Roman Tkachenko, Michal Gregus, Khrystyna Zub, Pavlo Tkachenko
2021 — conf
An approach towards the response surface linearization via ANN-based cascade scheme for regression modeling in Healthcare.
EUSPN/ICTH
Ivan Izonin, Roman Tkachenko
2021 C conf
Experimental Evaluation of the Effectiveness of ANN-based Numerical Data Augmentation Methods for Diagnostics Tasks.
IDDM
Ivan Izonin, Roman Tkachenko, Roman Pidkostelnyi, Olena Pavliuk, Viktor Khavalko, Anatoliy Batyuk
2021 J jnl
Guest editorial: Reliability and usability of machine learning and IoT for urban intelligence.
J. Reliab. Intell. Environ.
Krishna Kant Singh, Ahmed A. Elngar, Ivan Izonin
2021 — conf
Hybrid Classifier via PNN-based Dimensionality Reduction Approach for Biomedical Engineering Task.
FNC/MobiSPC
Ivan Izonin, Roman Tkachenko, Michal Gregus, Liliia Ryvak, Volodymyr Kulyk, Valentyna Chopyak
2021 — conf
Input Doubling Method based on SVR with
ANT/EDI40
Ivan Izonin, Roman Tkachenko, Michal Gregus, Khrystyna Zub, Nataliia Lotoshynska
2021 — conf
Neuro-Fuzzy Diagnostics Systems Based on SGTM Neural-Like Structure and T-Controller.
ISDMCI
Roman Tkachenko, Ivan Izonin, Pavlo Tkachenko
2021 — conf
Optimization of Technological's Processes Industry 4.0 Parameters for Details Manufacturing via Stamping: Rules of Queuing Systems.
FNC/MobiSPC
Yevgen Martyn, Solomiya Liaskovska, Michal Gregus, Ivan Izonin, Oksana Velyka
2021 C ed.
Proceedings of the 4th International Conference on Informatics & Data-Driven Medicine, Valencia, Spain, November 19 - 21, 2021.
IDDM
Nataliya Shakhovska, Addisson Salazar, Ivan Izonin, Jaime Campos
2021 J jnl
Study of the Operation Process of the E-Commerce Oriented Ecosystem of 5Ge Base Station, Which Supports the Functioning of Independent Virtual Network Segments.
J. Theor. Appl. Electron. Commer. Res.
Viacheslav Kovtun, Ivan Izonin
2021 J jnl
The Additive Input-Doubling Method Based on the SVR with Nonlinear Kernels: Small Data Approach.
Symmetry
Ivan Izonin, Roman Tkachenko, Nataliya Shakhovska, Nataliia Lotoshynska
2021 J jnl
The Hierarchical Classifier for COVID-19 Resistance Evaluation.
Data
Nataliya Shakhovska, Ivan Izonin, Nataliia Melnykova
2020 C conf
Addressing Medical Diagnostics Issues: Essential Aspects of the PNN-based Approach.
IDDM
Ivan Izonin, Roman Tkachenko, Liliia Ryvak, Khrystyna Zub, Mariya Rashkevych, Olena Pavlyuk
2020 J jnl
An Approach towards Increasing Prediction Accuracy for the Recovery of Missing IoT Data based on the GRNN-SGTM Ensemble.
Sensors
Roman Tkachenko, Ivan Izonin, Natalia Kryvinska, Ivanna Dronyuk, Khrystyna Zub
2020 — conf
Computational Models and Methods for Automated Risks Assessments in Deterministic Stationary Systems.
CITRisk
Ivan Izonin, Igor Nevliudov, Yurii Romashov
2020 — conf
Forecast Method for Audit Data Analysis by Modified Liquid State Machine.
IntelITSIS
Tatiana Neskorodieva, Eugene Fedorov, Ivan Izonin
2020 — conf
Information Technology for Choosing the Trademark Considering the Attitude of Consumer (short paper).
IntelITSIS
Tetiana Kysil, Ivan Izonin, Olha Hovorushchenko
2020 — ed.
Proceedings of the 1st International Workshop on Digital Content & Smart Multimedia (DCSMart 2019), Lviv, Ukraine, December 23-25, 2019.
DCSMart
Natalia Kryvinska, Ivan Izonin, Michal Gregus, Aneta Poniszewska-Maranda, Ivanna Dronyuk
2020 C ed.
Proceedings of the 3rd International Conference on Informatics & Data-Driven Medicine, Växjö, Sweden, November 19 - 21, 2020.
IDDM
Nataliya Shakhovska, Jaime Campos, Nataliia Melnykova, Ivan Izonin
2019 — conf
An Approach Towards Image Encryption and Decryption using Quaternary Fractional-Linear Operations.
EUSPN/ICTH
Anatoliy Kovalchuk, Ivan Izonin, Mihal Gregush, Natalia Lotoshynska
2019 — conf
An Efficient Image Encryption Scheme using Projective Transformations.
EUSPN/ICTH
Anatoliy Kovalchuk, Ivan Izonin, Mihal Gregush, Oleh Riznyk
2019 — conf
An Extended-Input GRNN and its Application.
EUSPN/ICTH
Ivan Izonin, Natalia Kryvinska, Roman Tkachenko, Khrystyna Zub, Pavlo Vitynskyi
2019 — conf
Committee of the Combined RBF-SGTM Neural-Like Structures for Prediction Tasks.
MobiWIS
Roman Tkachenko, Pavlo Tkachenko, Ivan Izonin, Pavlo Vitynskyi, Natalia Kryvinska, Yurii Tsymbal
2019 — conf
Committee of the SGTM Neural-Like Structures with Extended Inputs for Predictive Analytics in Insurance.
Innovate-Data
Roman Tkachenko, Ivan Izonin, Michal Gregus, Pavlo Tkachenko, Ivanna Dronyuk
2019 — conf
GRNN Approach Towards Missing Data Recovery Between IoT Systems.
INCoS
Ivan Izonin, Natalia Kryvinska, Pavlo Vitynskyi, Roman Tkachenko, Khrystyna Zub
2019 — conf
Image Encryption and Decryption Schemes Using Linear and Quadratic Fractal Algorithms and Their Systems.
DCSMart
Anatoliy Kovalchuk, Ivan Izonin, Christine Strauss, Mariia Podavalkina, Natalia Lotoshynska, Nataliya Kustra
2019 — conf
Information Protection Service using Topological Image Coverage.
EUSPN/ICTH
Anatoliy Kovalchuk, Ivan Izonin, Mihal Gregush, Natalya Kustra
2019 — conf
Multiple Linear Regression Based on Coefficients Identification Using Non-iterative SGTM Neural-like Structure.
IWANN (1)
Ivan Izonin, Roman Tkachenko, Natalia Kryvinska, Pavlo Tkachenko, Michal Gregus
2019 C ed.
Proceedings of the 2nd International Workshop on Informatics & Data-Driven Medicine (IDDM 2019), Lviv, Ukraine, November 11-13, 2019.
IDDM
Nataliya Shakhovska, Ivan Izonin, Sergio Montenegro, Yannick Estève, Jaime Campos, Natalia Kryvinska
2019 — ed.
Proceedings of the Second International Workshop on Computer Modeling and Intelligent Systems (CMIS-2019), Zaporizhzhia, Ukraine, April 15-19, 2019.
CMIS
David Luengo, Sergey Subbotin, Peter Arras, Yevgeniy V. Bodyanskiy, Karsten Henke, Ivan Izonin, Vitaly G. Levashenko, Volodymyr Lytvynenko, Anzhelika Parkhomenko, Andreas Pester, Natalya Shakhovska, Alexei Sharpanskykh, Galyna Tabunshchyk, Carsten Wolff, Heinz-Dietrich Wuttke, Elena Zaitseva
2019 — conf
Recovery of Incomplete IoT Sensed Data using High-Performance Extended-Input Neural-Like Structure.
EUSPN/ICTH
Ivan Izonin, Roman Tkachenko, Natalia Kryvinska, Khrystyna Zub, Oleksandra Mishchuk, Taras Lisovych
2019 — conf
SGD-Based Wiener Polynomial Approximation for Missing Data Recovery in Air Pollution Monitoring Dataset.
IWANN (1)
Ivan Izonin, Michal Gregus, Roman Tkachenko, Mykola Logoyda, Oleksandra Mishchuk, Yurii Kynash
2018 J jnl
Development of the Non-Iterative Supervised Learning Predictor Based on the Ito Decomposition and SGTM Neural-Like Structure for Managing Medical Insurance Costs.
Data
Roman Tkachenko, Ivan Izonin, Pavlo Vitynskyi, Nataliia Lotoshynska, Olena Pavlyuk
2018 — conf
Hybridization of the SGTM Neural-Like Structure Through Inputs Polynomial Extension.
DSMP
Pavlo Vitynskyi, Roman Tkachenko, Ivan Izonin, Hakan Kutucu
2018 Misc conf
Identification of IT Sector Stakeholder's Requirements to Masters Program in Information System in Lviv Region.
ICTERI
Ihor Oleksiv, Ivan Izonin, Viktoriya Kharchuk, Roman Tkachenko, Anastasiia Doroshenko
2018 Misc conf
Non-iterative Neural-like Predictor for Solar Energy in Libya.
ICTERI
Roman Tkachenko, Hakan Kutucu, Ivan Izonin, Anastasiya Doroshenko, Yurii Tsymbal
2018 C conf
Piecewise-linear Approach for Medical Insurance Costs Prediction using SGTM Neural-Like Structure.
IDDM
Roman Tkachenko, Ivan Izonin, Natalia Kryvinska, Valentyna Chopyak, Nataliia Lotoshynska, Dmytro Danylyuk
2018 C ed.
Proceedings of the 1st International Workshop on Informatics & Data-Driven Medicine (IDDM 2018), Lviv, Ukraine, November 28-30, 2018.
IDDM
Nataliya Shakhovska, Sergio Montenegro, Yannick Estève, Sergey Subbotin, Natalia Kryvinska, Ivan Izonin
2016 — conf
Design and implementation of visitors queue density analysis and registration method for retail videosurveillance purposes.
DSMP
Dmytro Peleshko, Yuriy Ivanov, Boris Sharov, Ivan Izonin, Yuriy Borzov
2016 — conf
Two-frames image superresolution based on the aggregate divergence matrix.
DSMP
Dmytro Peleshko, Taras Rak, Marta Peleshko, Ivan Izonin, Danylo Batyuk
2015 Misc conf
Learning-based image super-resolution using weight coefficients of synaptic connections.
CSIT
Ivan Izonin, Roman Tkachenko, Dmytro Peleshko, Taras Rak, Danylo Batyuk