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Extension of MARRMs to closed convex cones while preserving convexity and lower semicontinuity

Ascertain conditions under which a multi-asset return risk measure η_R defined on a model set C ⊂ L^0_{++} can be extended to a proper, convex, and lower semicontinuous function on a closed convex cone containing C.

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Background

In discussing direct convex duality for MARRMs on C, the authors identify that when C ⊂ L1 the set C is not a closed convex cone in standard Lp topologies, which obstructs standard Fenchel-Moreau arguments. Even if η_R is lower semicontinuous on C, it is unclear under what assumptions it admits an extension to the norm-closure of C that retains lower semicontinuity and convexity.

They explicitly pose the problem of finding structural conditions that ensure such an extension exists—proper, convex, and lower semicontinuous—on a closed convex cone containing C.

References

Regarding these difficulties, we leave the following points open for future research: (1) What are conditions such that a MARRM on C can be extended to a proper, convex and lower semicontinuous function on a closed convex cone containing C.

Multi-asset return risk measures (2411.08763 - Laudagé et al., 13 Nov 2024) in Subsection "Duality without Assumption" in Section "Dual Representations of MARRM"