Roman Tkachenko

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 et al. · Sensors · 2020 · 98 citations · Full text

Computing, Computer Science, Forecasting +16

A Two-Step Data Normalization Approach for Improving Classification Accuracy in the Medical Diagnosis Domain

Ivan Izonin, Roman Tkachenko, Nataliya Shakhovska et al. · Mathematics · 2022 · 95 citations · Full text

Computing, Biomedical Informatics, Health Informatics +17

Efficient Data Preprocessing with Ensemble Machine Learning Technique for the Early Detection of Chronic Kidney Disease

Vinoth Kumar Venkatesan, Mahesh Thyluru Ramakrishna, Ivan Izonin et al. · Applied Sciences · 2023 · 75 citations · Full text

Computing, Data Science, Nephrology +17

The Combined Use of the Wiener Polynomial and SVM for Material Classification Task in Medical Implants Production

Ivan Izonin, Zoia Duriagina, Roman Tkachenko et al. · International Journal of Intelligent Systems and Applications · 2018 · 72 citations · Full text

Computing, Biomedical Engineering, Materials Science +16

Development of the Non-Iterative Supervised Learning Predictor Based on the Ito Decomposition and SGTM Neural-Like Structure for Managing Medical Insurance Costs

Roman Tkachenko, Ivan Izonin, Pavlo Vitynskyi et al. · Data · 2018 · 68 citations · Full text

Computing, Health Informatics, Insurance +17