Probabilistic analysis of algorithms for cost constrained minimum weighted combinatorial objects

September 07, 2020 Β· Declared Dead Β· πŸ› Operations Research Letters

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Authors Alan Frieze, Tomasz Tkocz arXiv ID 2009.03416 Category cs.DS: Data Structures & Algorithms Cross-listed cs.DM, math.CO Citations 3 Venue Operations Research Letters Last Checked 4 months ago
Abstract
We consider cost constrained versions of the minimum spanning tree problem and the assignment problem. We assume edge weights are independent copies of a continuous random variable $Z$ that satisfies $F(x)=\Pr(Z\leq x)\approx x^Ξ±$ as $x\to0$, where $Ξ±\geq 1$. Also, there are $r=O(1)$ budget constraints with edge costs chosen from the same distribution. We use Lagrangean duality to construct polynomial time algorithms that produce asymptotically optimal solutions. For the spanning tree problem, we allow $r>1$, but for the assignment problem we can only analyse the case $r=1$.
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