A conjecture concerning optimality of the Karhunen-Loeve basis in nonlinear reconstruction

Abstract

We present a conjecture regarding the expectation of the maxima of $L^2$ norms of sub-vectors of a Gaussian vector; this has application to nonlinear reconstruction.

Added a communication of R. van handel concerning (3) in the paper