March 20, 2023 Download

A Comparison of Modeling Preprocessing Techniques

Written by Tosan Johnson, Alice Liu PhD, Syed Raza PhD, Aaron McGuire

Our latest white paper compares the performance of various data processing methods in terms of predictive performance for structured data. This paper also seeks to identify and recommend preprocessing methodologies for tree-based binary classification models, with a focus on eXtreme Gradient Boost-ing (XGBoost) models.