Solution

ID: past-exam-of-the-computer-science-course-of-the-university-of-oxford/2023/combinatorial-optimisation/1/f/solution

The monotone decomposition of a submodular set function subtracts each element's smallest possible marginal increment. For , define
The set function is a modular set function: the contributions of each element, and the constant , cancel in
Subtracting this equality from the submodularity inequality for proves that is a submodular set function. Also , so it is a normalised set function.
For , the inclusion and diminishing returns imply
Adding elements one at a time now proves that is a monotone set function. Since it starts at zero, it is also a nonnegative function. Thus has all the required properties.
Here modular set function means equality in the intersection–union identity; a constant term is allowed. If one imposed the additional convention , the claimed decomposition of an arbitrary would require . The displayed constant is essential for the problem as stated. For , take and .

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