The intersection–union definition of a submodular set function isThe diminishing returns characterization of submodularity says that its marginal increments decrease as the conditioning set grows:To obtain diminishing returns from submodularity, apply the intersection–union inequality to and . Their intersection is and their union is , giving exactly the displayed comparison.
Conversely, assume diminishing returns, and enumerate . Put and . Since and , summing the marginal increment comparisons gives the telescoping sumRearrangement proves submodularity. When is empty, both sums are zero, so the proof includes that case.