We show that Mallows' model averaging estimator proposed by Hansen (2007) can be written as a least squares estimation with a weighted L<sub>1</sub> penalty and additional constraints. By exploiting this representation, we demonstrate that the weight vector obtained by this model averaging procedure has a...