Model averaging has long been proposed as a powerful alternative to model selection in regression analysis. However, how well it performs in high-dimensional regression is still poorly understood.

Journal of the Royal Statistical Society. Series B (Statistical Methodology), Vol. 78, No. 5 (NOVEMBER 2016), pp. 1079-1102 (24 pages) We consider testing regression coefficients in high dimensional ...