Nevi Danila

Validation-based evaluation of Decision Tree ensembles for financial time-series forecasting: the role of window size and ensemble size

Abstract This study investigates the influence of input window size and ensemble size on the forecasting performance of Decision Tree-based ensemble methods in one-step-ahead financial return prediction. Nineteen financial instruments spanning stocks, indices, commodities, and cryptocurrencies are evaluated under a chr...