Parameter Estimation with Out-of-Sample Objective
Mardi | 2012-06-19 B103 Elena-Ivona DUMITRESCU – Peter Reinhard HANSEN We discuss parameter estimation in a situation where the objective is good out-of-sample performance. A discrepancy between the out-of-sample objective and the criterion used for in-sample estimation can seriously degrade the performance. Using the same criterion for estimation and evaluation typically ensures that the estimator is consistent for the ideal parameter value, however this approach need not be optimal. In this paper, we show that the optimal out-of-sample performance is […]