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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23 publications found
ПРОГНОЗУВАННЯ БАНКРУТСТВА ПІДПРИЄМСТВА ЗА ДОПОМОГОЮ АЛГОРИТМІВ МАШИННОГО НАВЧАННЯ
Publisher: Ltd “DKS Centre”
Authors: Ihor Miroshnychenko, Vladyslav Krupin
Risk and return for cryptocurrencies as alternative investment: Kohonen maps clustering
Publisher: Київський національний економічний університет імені Вадима Гетьмана
Authors: Ihor Miroshnychenko, Andrii Kaminskyi, Kostiantyn Pysanets
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
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
ASSESSING CREDIT RISK USING MACHINE LEARNING METHODS
Publisher: TOV “Hlobalnyi naukovyi potentsial”
Authors: Kateryna Ivliieva, Ihor Miroshnychenko
Neuro‑fuzzy model of country's investment potential assessment
Publisher: Fuzzy Economic
Authors: A. Matviychuk, O. Lukianenko, Ihor Miroshnychenko
Model of management of storage of educational environment data flows
Publisher: Scientific Perspectives
Authors: Ihor Miroshnychenko, Jesus Raychuk
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