A polyhedral study of the maximum edge subgraph problem
The study of cohesive subgroups is an important aspect of social network analysis. Cohesive subgroups are studied using different relaxations of the notion of clique in a graph. For instance, given a graph and an integer k, the maximum edge subgraph problem consists of finding a k-vertex subset such...
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| Acceso en línea: | http://hdl.handle.net/20.500.12110/paper_0166218X_v160_n18_p2573_Bonomo |
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todo:paper_0166218X_v160_n18_p2573_Bonomo2023-10-03T15:03:40Z A polyhedral study of the maximum edge subgraph problem Bonomo, F. Marenco, J. Saban, D. Stier-Moses, N.E. Maximum edge subgraph problem Polyhedral combinatorics Quasi-cliques Branch-and-cut algorithms Computational studies Integer programming formulations Polyhedral approach Polyhedral combinatorics Polyhedral studies Polytopes Quasi-cliques Separation problems Social Network Analysis Subgraph problems Valid inequality Integer programming Linear programming Social networking (online) Computational complexity The study of cohesive subgroups is an important aspect of social network analysis. Cohesive subgroups are studied using different relaxations of the notion of clique in a graph. For instance, given a graph and an integer k, the maximum edge subgraph problem consists of finding a k-vertex subset such that the number of edges within the subset is maximum. This work proposes a polyhedral approach for this NP-hard problem. We study the polytope associated to an integer programming formulation of the problem, present several families of facet-inducing valid inequalities, and discuss the separation problem associated to these families. Finally, we implement a branch and cut algorithm for this problem. This computational study illustrates the effectiveness of the classes of inequalities presented in this work. © 2011 Elsevier B.V. All rights reserved. Fil:Bonomo, F. Universidad de Buenos Aires. Facultad de Ciencias Exactas y Naturales; Argentina. Fil:Marenco, J. Universidad de Buenos Aires. Facultad de Ciencias Exactas y Naturales; Argentina. Fil:Saban, D. Universidad de Buenos Aires. Facultad de Ciencias Exactas y Naturales; Argentina. Fil:Stier-Moses, N.E. Universidad de Buenos Aires. Facultad de Ciencias Exactas y Naturales; Argentina. JOUR info:eu-repo/semantics/openAccess http://creativecommons.org/licenses/by/2.5/ar http://hdl.handle.net/20.500.12110/paper_0166218X_v160_n18_p2573_Bonomo |
| institution |
Universidad de Buenos Aires |
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I-28 |
| repository_str |
R-134 |
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Biblioteca Digital - Facultad de Ciencias Exactas y Naturales (UBA) |
| topic |
Maximum edge subgraph problem Polyhedral combinatorics Quasi-cliques Branch-and-cut algorithms Computational studies Integer programming formulations Polyhedral approach Polyhedral combinatorics Polyhedral studies Polytopes Quasi-cliques Separation problems Social Network Analysis Subgraph problems Valid inequality Integer programming Linear programming Social networking (online) Computational complexity |
| spellingShingle |
Maximum edge subgraph problem Polyhedral combinatorics Quasi-cliques Branch-and-cut algorithms Computational studies Integer programming formulations Polyhedral approach Polyhedral combinatorics Polyhedral studies Polytopes Quasi-cliques Separation problems Social Network Analysis Subgraph problems Valid inequality Integer programming Linear programming Social networking (online) Computational complexity Bonomo, F. Marenco, J. Saban, D. Stier-Moses, N.E. A polyhedral study of the maximum edge subgraph problem |
| topic_facet |
Maximum edge subgraph problem Polyhedral combinatorics Quasi-cliques Branch-and-cut algorithms Computational studies Integer programming formulations Polyhedral approach Polyhedral combinatorics Polyhedral studies Polytopes Quasi-cliques Separation problems Social Network Analysis Subgraph problems Valid inequality Integer programming Linear programming Social networking (online) Computational complexity |
| description |
The study of cohesive subgroups is an important aspect of social network analysis. Cohesive subgroups are studied using different relaxations of the notion of clique in a graph. For instance, given a graph and an integer k, the maximum edge subgraph problem consists of finding a k-vertex subset such that the number of edges within the subset is maximum. This work proposes a polyhedral approach for this NP-hard problem. We study the polytope associated to an integer programming formulation of the problem, present several families of facet-inducing valid inequalities, and discuss the separation problem associated to these families. Finally, we implement a branch and cut algorithm for this problem. This computational study illustrates the effectiveness of the classes of inequalities presented in this work. © 2011 Elsevier B.V. All rights reserved. |
| format |
JOUR |
| author |
Bonomo, F. Marenco, J. Saban, D. Stier-Moses, N.E. |
| author_facet |
Bonomo, F. Marenco, J. Saban, D. Stier-Moses, N.E. |
| author_sort |
Bonomo, F. |
| title |
A polyhedral study of the maximum edge subgraph problem |
| title_short |
A polyhedral study of the maximum edge subgraph problem |
| title_full |
A polyhedral study of the maximum edge subgraph problem |
| title_fullStr |
A polyhedral study of the maximum edge subgraph problem |
| title_full_unstemmed |
A polyhedral study of the maximum edge subgraph problem |
| title_sort |
polyhedral study of the maximum edge subgraph problem |
| url |
http://hdl.handle.net/20.500.12110/paper_0166218X_v160_n18_p2573_Bonomo |
| work_keys_str_mv |
AT bonomof apolyhedralstudyofthemaximumedgesubgraphproblem AT marencoj apolyhedralstudyofthemaximumedgesubgraphproblem AT saband apolyhedralstudyofthemaximumedgesubgraphproblem AT stiermosesne apolyhedralstudyofthemaximumedgesubgraphproblem AT bonomof polyhedralstudyofthemaximumedgesubgraphproblem AT marencoj polyhedralstudyofthemaximumedgesubgraphproblem AT saband polyhedralstudyofthemaximumedgesubgraphproblem AT stiermosesne polyhedralstudyofthemaximumedgesubgraphproblem |
| _version_ |
1807319234736291840 |