Ab. Levy et al., PARTIAL EXTENSIONS OF ATTOUCHS THEOREM WITH APPLICATIONS TO PROTO-DERIVATIVES OF SUBGRADIENT MAPPINGS, Transactions of the American Mathematical Society, 347(4), 1995, pp. 1269-1294
Attouch's Theorem, which gives on a reflexive Banach space the equival
ence between the Mosco epi-convergence of a sequence of convex functio
ns and the graph convergence of the associated sequence of subgradient
s, has many important applications in convex optimization. In particul
ar, generalized derivatives have been defined in terms of the epi-conv
ergence or graph convergence of certain difference quotient mappings,
and Attouch's Theorem has been used to relate these various generalize
d derivatives. These relations can then be used to study the stability
of the solution mapping associated with a parameterized family of opt
imization problems. We prove in a Hilbert space several ''partial exte
nsions'' of Attouch's Theorem to functions more general than convex; t
hese functions are called primal-lower-nice. Furthermore, we use our e
xtensions to derive a relationship between the second-order epi-deriva
tives of primal-lower-nice functions and the proto-derivative of their
associated subgradient mappings.