Solution

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

With nonnegative weights, the hypergraph cut function is a symmetric set function and a submodular set function, but need not be a monotone set function. The proofs of symmetry and failure of monotonicity in (i) and (ii) still apply.
For submodularity, write , where is the indicator function that meets both sides. Fix . If , its marginal increment is zero. If , let and . Its marginal increment is
For , the middle case is absent. As grows without acquiring , can only increase, so these marginal increments can only decrease. Each therefore satisfies diminishing returns. Multiplying by and summing preserves the inequality, proving submodularity of .

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