%0 Conference Article %T SYNTHESIS OF BIG DATA AND CORRECTION OF CLASS IMBALANCE TO IMPROVE THE WILDFIRE CLASSIFICATION MODEL %A Zarevich, A.I. %A Makarenko, F.V. %A Poluektov, A.V. %K forest fire, classification, machine learning, teacher training, dataset, big data, random forest, XGBoost, LightGBM, SMOTE, NearMiss, SMOTE-ENN %J FORESTRY IN THE CONTEXT OF GLOBAL CHALLENGES: NEW PARADIGMS OF SUSTAINABLE DEVELOPMENT. FORESTRY - 2025 %D 2025 %P 12 %I FSBE Institution of Higher Education Voronezh State University of Forestry and Technologies named after G.F. Morozov