RePEcDerivatives & Volatility

Ensemble Boosting Trees for Volatility Forecasting

The study finds ensemble boosting tree models, particularly CatBoost and LightGBM, more effective than traditional models in predicting China's crude oil futures volatility, with macroeconomic and HAR-type variables impacting forecasts differently.