Chain lower bound for a submodular set function

ID: chain-lower-bound-for-a-submodular-set-function

Let be a normalised set function that is a submodular set function, and order a finite subset . Set and . Then the displayed inequality holds for every , with equality for . The right side is a modular set function lying below on the power set of and touching it at the top.
Proof. Reveal the elements of in the chosen order. Immediately before adding , the conditioning set is . By diminishing returns, its marginal increment is at least . Sum and use . The same telescoping sum gives equality at . The individual increments need not be nonnegative.

New to topics? Read the docs here!