S. Guillaume et A. Seeger, A higher-order smoothing technique for polyhedral convex functions: Geometric and probabilistic considerations, J CONVEX AN, 8(1), 2001, pp. 109-126
Let R-n denote the usual n-dimensional Euclidean space. A polyhedral convex
function f : R-n --> R boolean OR{+infinity} can always be seen as the poi
ntwise limit of a certain family {f(t)}(t>0) of C-infinity convex functions
. An explicit construction of this family {f(t)}(t>0) can be found in a pre
vious paper by the second author. The aim of the present work is to further
explore this C-infinity-approximation scheme. In particular, one shows flo
w the family {f}(t>0) yields first and second-order information on the beha
vior of f. Links to linear programming and Legendre-Fenchel duality theory
are also discussed.