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Bounds on the Average Sensitivity of Nested Canalizing Functions
Nested canalizing Boolean functions (NCF) play an important role in biologically motivated regulatory networks and in signal processing, in particular describing stack filters. It has been conjectured that NCFs have a stabilizing effect on the network dynamics. It is well known that the average sens...
Autores principales: | , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Public Library of Science
2013
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3669309/ https://www.ncbi.nlm.nih.gov/pubmed/23741321 http://dx.doi.org/10.1371/journal.pone.0064371 |
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author | Klotz, Johannes Georg Heckel, Reinhard Schober, Steffen |
author_facet | Klotz, Johannes Georg Heckel, Reinhard Schober, Steffen |
author_sort | Klotz, Johannes Georg |
collection | PubMed |
description | Nested canalizing Boolean functions (NCF) play an important role in biologically motivated regulatory networks and in signal processing, in particular describing stack filters. It has been conjectured that NCFs have a stabilizing effect on the network dynamics. It is well known that the average sensitivity plays a central role for the stability of (random) Boolean networks. Here we provide a tight upper bound on the average sensitivity of NCFs as a function of the number of relevant input variables. As conjectured in literature this bound is smaller than [Image: see text]. This shows that a large number of functions appearing in biological networks belong to a class that has low average sensitivity, which is even close to a tight lower bound. |
format | Online Article Text |
id | pubmed-3669309 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2013 |
publisher | Public Library of Science |
record_format | MEDLINE/PubMed |
spelling | pubmed-36693092013-06-05 Bounds on the Average Sensitivity of Nested Canalizing Functions Klotz, Johannes Georg Heckel, Reinhard Schober, Steffen PLoS One Research Article Nested canalizing Boolean functions (NCF) play an important role in biologically motivated regulatory networks and in signal processing, in particular describing stack filters. It has been conjectured that NCFs have a stabilizing effect on the network dynamics. It is well known that the average sensitivity plays a central role for the stability of (random) Boolean networks. Here we provide a tight upper bound on the average sensitivity of NCFs as a function of the number of relevant input variables. As conjectured in literature this bound is smaller than [Image: see text]. This shows that a large number of functions appearing in biological networks belong to a class that has low average sensitivity, which is even close to a tight lower bound. Public Library of Science 2013-05-31 /pmc/articles/PMC3669309/ /pubmed/23741321 http://dx.doi.org/10.1371/journal.pone.0064371 Text en © 2013 Klotz et al http://creativecommons.org/licenses/by/4.0/ This is an open-access article distributed under the terms of the Creative Commons Attribution License, which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are properly credited. |
spellingShingle | Research Article Klotz, Johannes Georg Heckel, Reinhard Schober, Steffen Bounds on the Average Sensitivity of Nested Canalizing Functions |
title | Bounds on the Average Sensitivity of Nested Canalizing Functions |
title_full | Bounds on the Average Sensitivity of Nested Canalizing Functions |
title_fullStr | Bounds on the Average Sensitivity of Nested Canalizing Functions |
title_full_unstemmed | Bounds on the Average Sensitivity of Nested Canalizing Functions |
title_short | Bounds on the Average Sensitivity of Nested Canalizing Functions |
title_sort | bounds on the average sensitivity of nested canalizing functions |
topic | Research Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3669309/ https://www.ncbi.nlm.nih.gov/pubmed/23741321 http://dx.doi.org/10.1371/journal.pone.0064371 |
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