Kock, Anders Bredahl; Callot, Laurent A.F. - School of Economics and Management, University of Aarhus - 2012
This paper establishes non-asymptotic oracle inequalities for the prediction error and estimation accuracy of the LASSO in stationary vector autoregressive models. These inequalities are used to establish consistency of the LASSO even when the number of parameters is of a much larger order of...
