TY CONF TI SYNTHESIS OF BIG DATA AND CORRECTION OF CLASS IMBALANCE TO IMPROVE THE WILDFIRE CLASSIFICATION MODEL KW forest fire KW classification KW machine learning KW teacher training KW dataset KW big data KW random forest KW XGBoost KW LightGBM KW SMOTE KW NearMiss KW SMOTE-ENN JO FORESTRY IN THE CONTEXT OF GLOBAL CHALLENGES: NEW PARADIGMS OF SUSTAINABLE DEVELOPMENT. FORESTRY - 2025 AU Zarevich, A.I. AU Makarenko, F.V. AU Poluektov, A.V. PY 2025 PB FSBE Institution of Higher Education Voronezh State University of Forestry and Technologies named after G.F. Morozov