Cargando…
On Finding and Enumerating Maximal and Maximum k-Partite Cliques in k-Partite Graphs
Let k denote an integer greater than 2, let G denote a k-partite graph, and let S denote the set of all maximal k-partite cliques in G. Several open questions concerning the computation of S are resolved. A straightforward and highly-scalable modification to the classic recursive backtracking approa...
Autores principales: | , , , , , |
---|---|
Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
2019
|
Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6707360/ https://www.ncbi.nlm.nih.gov/pubmed/31448059 http://dx.doi.org/10.3390/a12010023 |
_version_ | 1783445847914053632 |
---|---|
author | Phillips, Charles A. Wang, Kai Baker, Erich J. Bubier, Jason A. Chesler, Elissa J. Langston, Michael A. |
author_facet | Phillips, Charles A. Wang, Kai Baker, Erich J. Bubier, Jason A. Chesler, Elissa J. Langston, Michael A. |
author_sort | Phillips, Charles A. |
collection | PubMed |
description | Let k denote an integer greater than 2, let G denote a k-partite graph, and let S denote the set of all maximal k-partite cliques in G. Several open questions concerning the computation of S are resolved. A straightforward and highly-scalable modification to the classic recursive backtracking approach of Bron and Kerbosch is first described and shown to run in O(3(n/3)) time. A series of novel graph constructions is then used to prove that this bound is best possible in the sense that it matches an asymptotically tight upper limit on |S|. The task of identifying a vertex-maximum element of S is also considered and, in contrast with the k = 2 case, shown to be NP-hard for every k ≥ 3. A special class of k-partite graphs that arises in the context of functional genomics and other problem domains is studied as well and shown to be more readily solvable via a polynomial-time transformation to bipartite graphs. Applications, limitations, potentials for faster methods, heuristic approaches, and alternate formulations are also addressed. |
format | Online Article Text |
id | pubmed-6707360 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2019 |
record_format | MEDLINE/PubMed |
spelling | pubmed-67073602019-08-23 On Finding and Enumerating Maximal and Maximum k-Partite Cliques in k-Partite Graphs Phillips, Charles A. Wang, Kai Baker, Erich J. Bubier, Jason A. Chesler, Elissa J. Langston, Michael A. Algorithms Article Let k denote an integer greater than 2, let G denote a k-partite graph, and let S denote the set of all maximal k-partite cliques in G. Several open questions concerning the computation of S are resolved. A straightforward and highly-scalable modification to the classic recursive backtracking approach of Bron and Kerbosch is first described and shown to run in O(3(n/3)) time. A series of novel graph constructions is then used to prove that this bound is best possible in the sense that it matches an asymptotically tight upper limit on |S|. The task of identifying a vertex-maximum element of S is also considered and, in contrast with the k = 2 case, shown to be NP-hard for every k ≥ 3. A special class of k-partite graphs that arises in the context of functional genomics and other problem domains is studied as well and shown to be more readily solvable via a polynomial-time transformation to bipartite graphs. Applications, limitations, potentials for faster methods, heuristic approaches, and alternate formulations are also addressed. 2019-01-15 2019-01 /pmc/articles/PMC6707360/ /pubmed/31448059 http://dx.doi.org/10.3390/a12010023 Text en Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (http://creativecommons.org/licenses/by/4.0/). |
spellingShingle | Article Phillips, Charles A. Wang, Kai Baker, Erich J. Bubier, Jason A. Chesler, Elissa J. Langston, Michael A. On Finding and Enumerating Maximal and Maximum k-Partite Cliques in k-Partite Graphs |
title | On Finding and Enumerating Maximal and Maximum k-Partite Cliques in k-Partite Graphs |
title_full | On Finding and Enumerating Maximal and Maximum k-Partite Cliques in k-Partite Graphs |
title_fullStr | On Finding and Enumerating Maximal and Maximum k-Partite Cliques in k-Partite Graphs |
title_full_unstemmed | On Finding and Enumerating Maximal and Maximum k-Partite Cliques in k-Partite Graphs |
title_short | On Finding and Enumerating Maximal and Maximum k-Partite Cliques in k-Partite Graphs |
title_sort | on finding and enumerating maximal and maximum k-partite cliques in k-partite graphs |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6707360/ https://www.ncbi.nlm.nih.gov/pubmed/31448059 http://dx.doi.org/10.3390/a12010023 |
work_keys_str_mv | AT phillipscharlesa onfindingandenumeratingmaximalandmaximumkpartitecliquesinkpartitegraphs AT wangkai onfindingandenumeratingmaximalandmaximumkpartitecliquesinkpartitegraphs AT bakererichj onfindingandenumeratingmaximalandmaximumkpartitecliquesinkpartitegraphs AT bubierjasona onfindingandenumeratingmaximalandmaximumkpartitecliquesinkpartitegraphs AT cheslerelissaj onfindingandenumeratingmaximalandmaximumkpartitecliquesinkpartitegraphs AT langstonmichaela onfindingandenumeratingmaximalandmaximumkpartitecliquesinkpartitegraphs |