Dynamic Specification and Overfitting in Time Series Analysis

• In Event: Advances in Regularization and Model Selection

Brief Overview

This paper develops new Bayesian adaptive lasso algorithms for ADL and ECM models. These new algorithms mitigate the problem of overfitting and allow a broad analysis of robustness to the choice of lag structure in time series analysis.

Author

• Taeyong Park, Carnegie Mellon University in Qatar