Audrino, Francesco; Colagelo, Dominik - School of Economics and Political Science, Universität … - 2007
We propose a new semi-parametric model for the implied volatility surface, which incorporates machine learning algorithms. Given a starting model, a tree-boosting algorithm sequentially minimizes the residuals of observed and estimated implied volatility. To overcome the poor predicting power of...