Set Cover Problem

GPTKB entity

Statements (29)
Predicate Object
gptkbp:instanceOf theoretical computer science
NP-complete problem
gptkbp:application information retrieval
bioinformatics
resource allocation
data mining
network design
gptkbp:approximation_algorithm greedy algorithm
gptkbp:approximation_ratio ln(n)
gptkbp:cannot_be_approximated_within (1-o(1))·ln(n) unless P=NP
gptkbp:citation Karp, R. M. (1972). Reducibility among combinatorial problems.
gptkbp:complexity NP-complete
gptkbp:definedIn given a universe and a collection of subsets, find the smallest sub-collection whose union covers the universe
gptkbp:field gptkb:mathematics
computer science
gptkbp:first_formalized_by gptkb:Richard_M._Karp
gptkbp:first_formalized_in 1972
gptkbp:generalizes gptkb:vertex_cover_problem
gptkbp:hasSpecialCase hitting set problem
https://www.w3.org/2000/01/rdf-schema#label Set Cover Problem
gptkbp:input collection of subsets
universe of elements
gptkbp:output smallest sub-collection of subsets covering the universe
gptkbp:relatedTo gptkb:vertex_cover_problem
gptkb:set_packing_problem
hitting set problem
gptkbp:solvable_by gptkb:integer_linear_programming
gptkbp:bfsParent gptkb:Combinatorial_Optimization
gptkbp:bfsLayer 6