The dual of and the dual of in the case is not compact.
Background and Statement
Let , in other words this is the space of continuous function vanishing at infinity, and let be the space of bounded continuous functions on together with the sup norm. With this norm is a closed subspace of . Note that these two spaces coincides when is compact. The representation of the dual space of is a well described by the following well known result in Functional Analysis (Riesz Representation Theorem 6.19 in Rudin):
Let be locally compact Hausdorff space, there is a unique complex Borel measure such that the following holds:
Moreover we can endow with the total variation norm: . This allows us to identify with , space of complex Borel measures.
The case of
The idea is to produce, using Hahn-Banach elements of that only look at the behavior of functions of at infinity (or on the boundary).
We say that a function admits a limit at infinity if for any there exists a compact such that if implies . We can see this operation as a linear function 'limit at infinity' thanks to Hahn-Banach we can build a continuous extension of it for all . This is another spectacular consequence of Axiom of Choice (Hahn-Banach theorem in this case) since the extension assign a limit to any continuous bounded function!
Kantorovich Duality for
As it can be found in Villani, the following version of Kantorovich duality holds: let and locally compact Polish spaces, let be a lower semi-continuous non negative function on and let and be two Borel probability measures on respectively then:
- ,
Here is the set of all probability measures that satisfies and for any measurable set and any measurable set ; is the set of all measurable functions that satisfies for almost all and for almost all .
If we try to extend the proof of the compact case we run into a problem since the dual of strictly contains . If we restrict to the closed subspace than any elements acts continuously, and mentioned before, can be represented by a unique such that
- .
We can then write where is a continuous linear functional supported at infinity, i.e. implies .
For what discussed in the previous section the behavior of some may not be clear at first glance as the following result implies:
let and be two Borel probability measures on respectively, there is a continuous linear functional on , supported at infinity, such that the following holds
- .
Because