Weighted Set-Covering (The Set-Covering Problem)

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Revision as of 10:24, 15 February 2023 by Admin (talk | contribs) (Created page with "{{DISPLAYTITLE:Weighted Set-Covering (The Set-Covering Problem)}} == Description == The set-covering problem where each set $s\in S$ is assigned a weight and the goal is to find the minimum weight sub-collection of $S$ that covers the universe. == Related Problems == Subproblem: Unweighted Set-Covering == Parameters == <pre>n: number of elements in the universe m: number of sets in the collection d: size of the largest set in collection H(x): the xth Harmonic...")
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Description

The set-covering problem where each set $s\in S$ is assigned a weight and the goal is to find the minimum weight sub-collection of $S$ that covers the universe.

Related Problems

Subproblem: Unweighted Set-Covering

Parameters

n: number of elements in the universe
m: number of sets in the collection
d: size of the largest set in collection
H(x): the xth Harmonic number

Table of Algorithms

Name Year Time Space Approximation Factor Model Reference
Chvatal greedy heuristic 1979 $O(dn^{2})$ $O(dm)$ ln n - lnln n + \Theta(1) Deterministic Time
Greedy Algorithm 1996 $O(n^{3} log n)$ $O(U)$ \ln(n) - \ln(\ln(n)) + \Theta(1) Deterministic Time
Lund & Yannakakis 1994 $O({2}^n)$ Exact Deterministic Time
Feige 1998 $O({2}^n)$ Exact Deterministic Time
Raz & Safra 1997 $O(n^{3} log^{3} n)$ Exact Deterministic Time
Dinur & Steurer 2013 $O(n^{2} log n)$ Exact Deterministic Time
Cardoso; Nuno; Abreu; Rui 2014 $O(n^{2})$ Exact Parallel Time
Brute force 1972 $O(U {2}^n)$ $O(U)$ Exact Deterministic