Conference proceedings

DEVELOPMENT OF DATA SCIENCE TECHNOLOGIES IN THE FIELD OF CLIMATE CHANGE RESEARCH

Year:

2025

Published in:

Taras Shevchenko National University of Kyiv
Climate change
Data Science
Random Forest
XGBoost
LSTM
temperature forecasting
environmental policy
ecological impact

Climate 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.

Related by author

23 publications found

2022
Journal article

ПРОГНОЗУВАННЯ БАНКРУТСТВА ПІДПРИЄМСТВА ЗА ДОПОМОГОЮ АЛГОРИТМІВ МАШИННОГО НАВЧАННЯ

Publisher: Ltd “DKS Centre”

Authors: Ihor Miroshnychenko, Vladyslav Krupin

2019
Journal article

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

2021
Journal article

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

2025
Conference proceedings

STOCK PRICE FORECASTING USING ARTIFICIAL NEURAL NETWORKS

Publisher: Taras Shevchenko National University of Kyiv

Authors: Ihor Miroshnychenko, Yurii Levchenko

2025
Conference proceedings

EVOLVING RUSSIAN CYBER ATTACKS: KEY TRENDS AND STRATEGIC DEFENSE SOLUTIONS FOR 2024

Publisher: Taras Shevchenko National University of Kyiv

Authors: Maksym Borysenko, Ihor Miroshnychenko

2019
Journal article

ASSESSING CREDIT RISK USING MACHINE LEARNING METHODS

Publisher: TOV “Hlobalnyi naukovyi potentsial”

Authors: Kateryna Ivliieva, Ihor Miroshnychenko

2019
Journal article

Neuro‑fuzzy model of country's investment potential assessment

Publisher: Fuzzy Economic

Authors: A. Matviychuk, O. Lukianenko, Ihor Miroshnychenko

2025
Journal article

Model of management of storage of educational environment data flows

Publisher: Scientific Perspectives

Authors: Ihor Miroshnychenko, Jesus Raychuk

2025
Conference proceedings

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

2025
Conference proceedings

INFORMATION ANALYTICS FOR FORMING AND SUPPORTING PRODUCTIVE HABITS

Publisher: Taras Shevchenko National University of Kyiv

Authors: Ihor Miroshnychenko, Maxim Suprunenko