Machine Learning Classification and Portfolio Construction: Does the Loss Function Matter?

Yang Bai, Kuntara Pukthuanthong

Classification outperforms regression across matched machine learning models in portfolio construction. A stacking ensemble of gradient boosted trees, random forest, and neural net…