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A Linearithmic Time Locally Optimal Algorithm for the Multiway Number Partition Optimization (2203.05618v1)
Published 10 Mar 2022 in cs.DS, cs.LG, math.CO, and math.OC
Abstract: We study the problem of multiway number partition optimization, which has a myriad of applications in the decision, learning and optimization literature. Even though the original multiway partitioning problem is NP-hard and requires exponential time complexity algorithms; we formulate an easier optimization problem, where our goal is to find a solution that is locally optimal. We propose a linearithmic time complexity $O(N\log N)$ algorithm that can produce such a locally optimal solution. Our method is robust against the input and requires neither positive nor integer inputs.