Ivan Izonin

Publication Activity (10 Years)

Years Active: 2015-2024
Publications (10 Years): 59

Top Topics

Response Surface

Biomedical Data

Polynomial Approximation

Top Venues

Publications

Ivan Izonin, Tetiana Hovorushchenko, Shishir Kumar Shandilya
Quality and Security of Critical Infrastructure Systems. Big Data Cogn. Comput. 8 (1) (2024)
Ivan Izonin, José M. Peña, Antonio LaTorre
Artificial Intelligence for the Future of Construction - abstract. SMARTINDUSTRY (2024)
Ivan Izonin, Ali Gamra, Oleslav Boychuk, Jelena Ninic, Roman Tkachenko, Stergios Aristoteles Mitoulis
PCA-NuSVR Framework for Predicting Local and Global Indicators of Tunneling-induced Building Damage. SMARTINDUSTRY (2024)
Ivan Izonin, Roman Muzyka, Roman Tkachenko, Ivanna Dronyuk, Kyrylo Yemets, Stergios Aristoteles Mitoulis
A Method for Reducing Training Time of ML-Based Cascade Scheme for Large-Volume Data Analysis. Sensors 24 (15) (2024)
Akshay Jadhav, Shishir Kumar Shandilya, Ivan Izonin, Roman Muzyka
Multi-Step Dynamic Ensemble Selection to Estimate Software Effort. Appl. Artif. Intell. 38 (1) (2024)
Tetiana Hovorushchenko, Ivan Izonin, Hakan Kutucu
Advancements in AI-Based Information Technologies: Solutions for Quality and Security. Syst. 12 (2) (2024)
Oleh Berezsky, Petro Liashchynskyi, Oleh Pitsun, Ivan Izonin
Synthesis of Convolutional Neural Network architectures for biomedical image classification. Biomed. Signal Process. Control. 95 (2024)
Viacheslav Kovtun, Ivan Izonin, Michal Gregus
Mathematical models of the information interaction process in 5G-IoT ecosystem: Different functional scenarios. ICT Express 9 (2) (2023)
Jaroslaw Bilski, Jacek Smolag, Bartosz Kowalczyk, Konrad Grzanek, Ivan Izonin
Fast Computational Approach to the Levenberg-Marquardt Algorithm for Training Feedforward Neural Networks. J. Artif. Intell. Soft Comput. Res. 13 (2) (2023)
Amit Kumar Rai, Nirupama Mandal, Krishna Kant Singh, Ivan Izonin
Satellite Image Classification Using a Hybrid Manta Ray Foraging Optimization Neural Network. Big Data Min. Anal. 6 (1) (2023)
Ivan Izonin, Patrizia Ribino, Ali Ebrahimnejad, Mario Quinde
Smart technologies and its application for medical/healthcare services. J. Reliab. Intell. Environ. 9 (1) (2023)
Ivan Izonin, Tetiana Hovorushchenko, Peter T. Popov
Editorial. J. Cyber Secur. Mobil. 12 (3) (2023)
Ivan Izonin, Yaroslav Tolstyak, Veronika Kachmar, Roman Tkachenko, Mariya Rashkevych, Valentyna Chopyak
A Hybrid Two-ML-based Classifier to Predict the Survival of Kidney Transplants One Month after Transplantation. IDDM (2023)
Ivan Izonin, Hakan Kutucu, Krishna Kant Singh
Smart systems and data-driven services in healthcare. Comput. Biol. Medicine 158 (2023)
Oleh Berezsky, Oleh Pitsun, Grygoriy Melnyk, Tamara Datsko, Ivan Izonin, Bohdan Derysh
An Approach toward Automatic Specifics Diagnosis of Breast Cancer Based on an Immunohistochemical Image. J. Imaging 9 (1) (2023)
Mahesh Thyluru Ramakrishna, Vinoth Kumar Venkatesan, Ivan Izonin, Myroslav Havryliuk, Chandrasekhar Rohith Bhat
Homogeneous Adaboost Ensemble Machine Learning Algorithms with Reduced Entropy on Balanced Data. Entropy 25 (2) (2023)
Akshay Jadhav, Shishir Kumar Shandilya, Ivan Izonin, Michal Gregus
Effective Software Effort Estimation Leveraging Machine Learning for Digital Transformation. IEEE Access 11 (2023)
Ivan Izonin, Roman Tkachenko, Ostap Shcherbii, Oleh Berezsky, Iurii Krak, Maksym Oliinyk
An Approximation Cascade Scheme via Rational Fractions for Biomedical Data Analysis. CSIT (2023)
Ivan Izonin, Roman Tkachenko, Michal Gregus
I-PNN: An Improved Probabilistic Neural Network for Binary Classification of Imbalanced Medical Data. DEXA (2) (2022)
Ivan Izonin, Roman Tkachenko, Rostyslav Holoven, Kyrylo Yemets, Myroslav Havryliuk, Shishir Kumar Shandilya
SGD-Based Cascade Scheme for Higher Degrees Wiener Polynomial Approximation of Large Biomedical Datasets. Mach. Learn. Knowl. Extr. 4 (4) (2022)
Yevgeniy V. Bodyanskiy, Olha Chala, Ivan Izonin, Sergiy Popov
Simple Neuro-Fuzzy System with Combined Learning for Pattern Recognition under Conditions of Short Training Set in Medical Diagnostics Tasks. IDDM (2022)
Viacheslav Kovtun, Ivan Izonin, Michal Gregus
Model of Information System Communication in Aggressive Cyberspace: Reliability, Functional Safety, Economics. IEEE Access 10 (2022)
Ivan Izonin, Bohdan Ilchyshyn, Roman Tkachenko, Michal Gregus, Natalya Shakhovska, Christine Strauss
Towards Data Normalization Task for the Efficient Mining of Medical Data. ACIT (2022)
Akshara Makrariya, Shishir Kumar Shandilya, Smita Shandilya, Michal Gregus, Ivan Izonin, Rahul Makrariya
Mathematical Simulation of Behavior of Female Breast Consisting Malignant Tumor During Hormonal Changes. IEEE Access 10 (2022)
Ivan Izonin, Stéphane Chrétien, Ali Ebrahimnejad
Special Issue on Safe and Reliable AI for Smart Sustainable Cities. Symmetry 14 (2) (2022)
Viacheslav Kovtun, Ivan Izonin
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. 16 (7) (2021)
Yevgen Martyn, Solomiya Liaskovska, Michal Gregus, Ivan Izonin, Oksana Velyka
Optimization of Technological's Processes Industry 4.0 Parameters for Details Manufacturing via Stamping: Rules of Queuing Systems. FNC/MobiSPC (2021)
Ivan Izonin, Roman Tkachenko, Nataliya Shakhovska, Nataliia Lotoshynska
The Additive Input-Doubling Method Based on the SVR with Nonlinear Kernels: Small Data Approach. Symmetry 13 (4) (2021)
Roman Tkachenko, Ivan Izonin, Pavlo Tkachenko
Neuro-Fuzzy Diagnostics Systems Based on SGTM Neural-Like Structure and T-Controller. ISDMCI (2021)
Nataliya Shakhovska, Ivan Izonin, Nataliia Melnykova
The Hierarchical Classifier for COVID-19 Resistance Evaluation. Data 6 (1) (2021)
Ivan Izonin, Roman Tkachenko, Michal Gregus, Khrystyna Zub, Pavlo Tkachenko
A GRNN-based Approach towards Prediction from Small Datasets in Medical Application. ANT/EDI40 (2021)
Krishna Kant Singh, Ahmed A. Elngar, Ivan Izonin
Guest editorial: Reliability and usability of machine learning and IoT for urban intelligence. J. Reliab. Intell. Environ. 7 (1) (2021)
Ivan Izonin, Roman Tkachenko
An approach towards the response surface linearization via ANN-based cascade scheme for regression modeling in Healthcare. EUSPN/ICTH (2021)
Ivan Izonin, Roman Tkachenko, Roman Pidkostelnyi, Olena Pavliuk, Viktor Khavalko, Anatoliy Batyuk
Experimental Evaluation of the Effectiveness of ANN-based Numerical Data Augmentation Methods for Diagnostics Tasks. IDDM (2021)
Ivan Izonin, Roman Tkachenko, Michal Gregus, Khrystyna Zub, Nataliia Lotoshynska
kernel in Clinical Practice: Focus on Small Data. ANT/EDI40 (2021)
Ivan Izonin, Roman Tkachenko, Michal Gregus, Liliia Ryvak, Volodymyr Kulyk, Valentyna Chopyak
Hybrid Classifier via PNN-based Dimensionality Reduction Approach for Biomedical Engineering Task. FNC/MobiSPC (2021)
Ivan Izonin, Igor Nevliudov, Yurii Romashov
Computational Models and Methods for Automated Risks Assessments in Deterministic Stationary Systems. CITRisk (2020)
Tetiana Kysil, Ivan Izonin, Olha Hovorushchenko
Information Technology for Choosing the Trademark Considering the Attitude of Consumer (short paper). IntelITSIS (2020)
Tatiana Neskorodieva, Eugene Fedorov, Ivan Izonin
Forecast Method for Audit Data Analysis by Modified Liquid State Machine. IntelITSIS (2020)
Roman Tkachenko, Ivan Izonin, Natalia Kryvinska, Ivanna Dronyuk, Khrystyna Zub
An Approach towards Increasing Prediction Accuracy for the Recovery of Missing IoT Data based on the GRNN-SGTM Ensemble. Sensors 20 (9) (2020)
Ivan Izonin, Roman Tkachenko, Liliia Ryvak, Khrystyna Zub, Mariya Rashkevych, Olena Pavlyuk
Addressing Medical Diagnostics Issues: Essential Aspects of the PNN-based Approach. IDDM (2020)
Ivan Izonin, Roman Tkachenko, Natalia Kryvinska, Khrystyna Zub, Oleksandra Mishchuk, Taras Lisovych
Recovery of Incomplete IoT Sensed Data using High-Performance Extended-Input Neural-Like Structure. EUSPN/ICTH (2019)
Anatoliy Kovalchuk, Ivan Izonin, Mihal Gregush, Natalia Lotoshynska
An Approach Towards Image Encryption and Decryption using Quaternary Fractional-Linear Operations. EUSPN/ICTH (2019)
Roman Tkachenko, Ivan Izonin, Michal Gregus, Pavlo Tkachenko, Ivanna Dronyuk
Committee of the SGTM Neural-Like Structures with Extended Inputs for Predictive Analytics in Insurance. Innovate-Data (2019)
Anatoliy Kovalchuk, Ivan Izonin, Mihal Gregush, Natalya Kustra
Information Protection Service using Topological Image Coverage. EUSPN/ICTH (2019)
Ivan Izonin, Natalia Kryvinska, Pavlo Vitynskyi, Roman Tkachenko, Khrystyna Zub
GRNN Approach Towards Missing Data Recovery Between IoT Systems. INCoS (2019)
Anatoliy Kovalchuk, Ivan Izonin, Christine Strauss, Mariia Podavalkina, Natalia Lotoshynska, Nataliya Kustra
Image Encryption and Decryption Schemes Using Linear and Quadratic Fractal Algorithms and Their Systems. DCSMart (2019)
Roman Tkachenko, Pavlo Tkachenko, Ivan Izonin, Pavlo Vitynskyi, Natalia Kryvinska, Yurii Tsymbal
Committee of the Combined RBF-SGTM Neural-Like Structures for Prediction Tasks. MobiWIS (2019)
Ivan Izonin, Roman Tkachenko, Natalia Kryvinska, Pavlo Tkachenko, Michal Gregus
Multiple Linear Regression Based on Coefficients Identification Using Non-iterative SGTM Neural-like Structure. IWANN (1) (2019)
Anatoliy Kovalchuk, Ivan Izonin, Mihal Gregush, Oleh Riznyk
An Efficient Image Encryption Scheme using Projective Transformations. EUSPN/ICTH (2019)
Ivan Izonin, Natalia Kryvinska, Roman Tkachenko, Khrystyna Zub, Pavlo Vitynskyi
An Extended-Input GRNN and its Application. EUSPN/ICTH (2019)
Ivan Izonin, Michal Gregus, Roman Tkachenko, Mykola Logoyda, Oleksandra Mishchuk, Yurii Kynash
SGD-Based Wiener Polynomial Approximation for Missing Data Recovery in Air Pollution Monitoring Dataset. IWANN (1) (2019)
Roman Tkachenko, Ivan Izonin, Natalia Kryvinska, Valentyna Chopyak, Nataliia Lotoshynska, Dmytro Danylyuk
Piecewise-linear Approach for Medical Insurance Costs Prediction using SGTM Neural-Like Structure. IDDM (2018)
Roman Tkachenko, Ivan Izonin, Pavlo Vitynskyi, Nataliia Lotoshynska, Olena Pavlyuk
Development of the Non-Iterative Supervised Learning Predictor Based on the Ito Decomposition and SGTM Neural-Like Structure for Managing Medical Insurance Costs. Data 3 (4) (2018)
Pavlo Vitynskyi, Roman Tkachenko, Ivan Izonin, Hakan Kutucu
Hybridization of the SGTM Neural-Like Structure Through Inputs Polynomial Extension. DSMP (2018)
Roman Tkachenko, Hakan Kutucu, Ivan Izonin, Anastasiya Doroshenko, Yurii Tsymbal
Non-iterative Neural-like Predictor for Solar Energy in Libya. ICTERI (2018)
Ihor Oleksiv, Ivan Izonin, Viktoriya Kharchuk, Roman Tkachenko, Anastasiia Doroshenko
Identification of IT Sector Stakeholder's Requirements to Masters Program in Information System in Lviv Region. ICTERI (2018)
Dmytro Peleshko, Taras Rak, Marta Peleshko, Ivan Izonin, Danylo Batyuk
Two-frames image superresolution based on the aggregate divergence matrix. DSMP (2016)
Dmytro Peleshko, Yuriy Ivanov, Boris Sharov, Ivan Izonin, Yuriy Borzov
Design and implementation of visitors queue density analysis and registration method for retail videosurveillance purposes. DSMP (2016)
Ivan Izonin, Roman Tkachenko, Dmytro Peleshko, Taras Rak, Danylo Batyuk
Learning-based image super-resolution using weight coefficients of synaptic connections. CSIT (2015)