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Partitioning over Submodular Structures

Mathematics of Data & Decisions

Speaker: Karthekeyan Chandrasekaran, UIUC
Location: zoom
Start time: Sun, Feb 8 1970, 1:10PM

In submodular k-partitioning problems, the input is a submodular set function (given via an evaluation oracle) along with a fixed positive integer k (e.g., k = 2, 3, 4, …) and the goal is to partition the ground set into k non-empty parts in order to minimize certain natural objectives of interest. Submodular k-partitioning generalizes partitioning problems over several interesting structures including graphs and hypergraphs. The case of 2-partitioning corresponds to the classic and well-studied submodular minimization problem which is polynomial-time solvable. In this talk, I will outline recent progress towards polynomial-time solvability of submodular k-partitioning for fixed constants k>=3. Along the way, I will show an extension of Karger's randomized algorithm for min-cut in graphs to hypergraphs.