We consider three popular classes of compactly supported radial basis functions. In the setting of estimating a periodic function in a white noise problem, we show that regularization with (periodized ...

Statistical Science, Vol. 27, No. 4, Special Issue on Sparsity and Regularization Methods (November 2012), pp. 538-557 (20 pages) High-dimensional statistical inference deals with models in which the ...