SSRNEconometrics & Forecasting

Comparative Analysis of Financial Data Techniques

The study contrasts the traditional method of calculating logarithmic returns with the fractional differencing method in data preparation for machine learning models, finding that fractional differentiation methods enhance predictive model forecasting performance.