Ya'acov Ritov, Dept of Statistics, Hebrew University of Jerusalem

Persistence estimation with p larger than n

Abstract

We will discuss the prediction error in models with many more
predictors than observations. We argue that LASSO type estimator yield
good predictors under sparsity assumption. That is, the effective
dimension is not the number of potential predictors but the number of
actual ones.