Optimal selection of sample-size dependent common subsets of covariates for multi-task regression prediction

David Azriel, Yosef Rinott

An analyst is given a training set consisting of regression datasets $D_j$ of different sizes, which are distributed according to some $G_j$, $j=1,\dots ,\mathcal{J}$, where the distrib…