Publications by authors named "Roman Tkachenko"

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Enhanced ANN-based ensemble method for bridge damage characterization using limited dataset.
Ivan Izonin, Illia Nesterenko, Athanasia K Kazantzi, Roman Tkachenko, Roman Muzyka

Sci Rep· October 2024

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GRNN-based cascade ensemble model for non-destructive damage state identification: small data approach.
Ivan Izonin, Athanasia K Kazantzi, Roman Tkachenko, Stergios-Aristoteles Mitoulis

Eng Comput· August 2024

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A Method for Reducing Training Time of ML-Based Cascade Scheme for Large-Volume Data Analysis.
Ivan Izonin, Roman Muzyka, Roman Tkachenko, Ivanna Dronyuk, Kyrylo Yemets

Sensors (Basel)· July 2024

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An interpretable ensemble structure with a non-iterative training algorithm to improve the predictive accuracy of healthcare data analysis.
Ivan Izonin, Roman Tkachenko, Kyrylo Yemets, Myroslav Havryliuk

Sci Rep· June 2024

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A non-linear SVR-based cascade model for improving prediction accuracy of biomedical data analysis.
Ivan Izonin, Roman Tkachenko, Olexander Gurbych, Michal Kovac, Leszek Rutkowski

Math Biosci Eng· June 2023

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Predictive modeling based on small data in clinical medicine: RBF-based additive input-doubling method.
Ivan Izonin, Roman Tkachenko, Ivanna Dronyuk, Pavlo Tkachenko, Michal Gregus

Math Biosci Eng· March 2021

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An Approach towards Increasing Prediction Accuracy for the Recovery of Missing IoT Data Based on the GRNN-SGTM Ensemble.
Roman Tkachenko, Ivan Izonin, Natalia Kryvinska, Ivanna Dronyuk, Khrystyna Zub

Sensors (Basel)· May 2020

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