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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...

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Detalles Bibliográficos
Autores principales: Klotz, Johannes Georg, Heckel, Reinhard, Schober, Steffen
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Public Library of Science 2013
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.
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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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