Convexity on a convex subset via extension
A function on a convex set is convex exactly when its extension by positive infinity is convex.
Let be a real vector space, let be a nonempty convex set, and let .
Define the extension by
The function is convex on if is a convex function on . Equivalently, for all and ,
Interpretation
Extending by packages the domain constraint into an extended-real function without changing the convexity inequality on .