DEVELOPMENT OF DATA SCIENCE TECHNOLOGIES IN THE FIELD OF CLIMATE CHANGE RESEARCH
Year:
2025Published in:
Taras Shevchenko National University of KyivClimate change is a critical challenge impacting ecological, economic, and social dimensions. This study explores the causes of climate change, focusing on human-induced greenhouse gas emissions, particularly carbon dioxide (CO₂). Using data from the FAOSTAT database (1990-2020), various Data Science methods—Random Forest, XGBoost, and LSTM neural networks—are employed to analyze CO₂ emissions and their correlation with global temperature changes.
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Publisher: Острог : Видавництво Національного університету «Острозька академія»
Authors: Ihor Miroshnychenko
Forecasting electricity generation from renewable sources in developing countries (on the example of Ukraine)
Publisher: Kyiv National Economic University named after Vadym Hetman
Authors: Ihor Miroshnychenko
Development of models and information technology for predicting TV viewing metrics using data science methods
Publisher: Slovak University of Technology in Bratislava
Authors: Oleksandr Ilchuk, Ihor Miroshnychenko
INFORMATION ANALYTICS FOR FORMING AND SUPPORTING PRODUCTIVE HABITS
Publisher: Taras Shevchenko National University of Kyiv
Authors: Ihor Miroshnychenko, Maxim Suprunenko
COMPARISON OF MACHINE LEARNING METHODS FOR EMOTIONAL ANALYSIS
Publisher: Taras Shevchenko National University of Kyiv
Authors: Ihor Miroshnychenko, Vladyslav Pelishenko
Кластерний аналіз надійності банківських установ в Україні
Publisher: Kyiv National Economic University named after Vadym Hetman
Authors: Ihor Miroshnychenko, Leonid Dolinskyi , Vladislav Korchynskyi
Model of management of storage of educational environment data flows
Publisher: Scientific Perspectives
Authors: Ihor Miroshnychenko, Isus Raichuk
STOCK PRICE FORECASTING USING ARTIFICIAL NEURAL NETWORKS
Publisher: Taras Shevchenko National University of Kyiv
Authors: Ihor Miroshnychenko, Yurii Levchenko
EVOLVING RUSSIAN CYBER ATTACKS: KEY TRENDS AND STRATEGIC DEFENSE SOLUTIONS FOR 2024
Publisher: Taras Shevchenko National University of Kyiv
Authors: Maksym Borysenko, Ihor Miroshnychenko
Оцінювання кредитного ризику методами машинного навчання
Publisher: ДКС
Authors: Ihor Miroshnychenko, K. Ivleeva