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Stochastic dynamics in computational biology

The aim of this book is to provide a well-structured and coherent overview of existing mathematical modeling approaches for biochemical reaction systems, investigating relations between both the conventional models and several types of deterministic-stochastic hybrid model recombinations. Another ma...

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Detalles Bibliográficos
Autores principales: Winkelmann, Stefanie, Schütte, Christof
Lenguaje:eng
Publicado: Springer 2020
Materias:
Acceso en línea:https://dx.doi.org/10.1007/978-3-030-62387-6
http://cds.cern.ch/record/2749377
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author Winkelmann, Stefanie
Schütte, Christof
author_facet Winkelmann, Stefanie
Schütte, Christof
author_sort Winkelmann, Stefanie
collection CERN
description The aim of this book is to provide a well-structured and coherent overview of existing mathematical modeling approaches for biochemical reaction systems, investigating relations between both the conventional models and several types of deterministic-stochastic hybrid model recombinations. Another main objective is to illustrate and compare diverse numerical simulation schemes and their computational effort. Unlike related works, this book presents a broad scope in its applications, from offering a detailed introduction to hybrid approaches for the case of multiple population scales to discussing the setting of time-scale separation resulting from widely varying firing rates of reaction channels. Additionally, it also addresses modeling approaches for non well-mixed reaction-diffusion dynamics, including deterministic and stochastic PDEs and spatiotemporal master equations. Finally, by translating and incorporating complex theory to a level accessible to non-mathematicians, this book effectively bridges the gap between mathematical research in computational biology and its practical use in biological, biochemical, and biomedical systems.
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spelling cern-27493772021-04-21T16:44:00Zdoi:10.1007/978-3-030-62387-6http://cds.cern.ch/record/2749377engWinkelmann, StefanieSchütte, ChristofStochastic dynamics in computational biologyMathematical Physics and MathematicsThe aim of this book is to provide a well-structured and coherent overview of existing mathematical modeling approaches for biochemical reaction systems, investigating relations between both the conventional models and several types of deterministic-stochastic hybrid model recombinations. Another main objective is to illustrate and compare diverse numerical simulation schemes and their computational effort. Unlike related works, this book presents a broad scope in its applications, from offering a detailed introduction to hybrid approaches for the case of multiple population scales to discussing the setting of time-scale separation resulting from widely varying firing rates of reaction channels. Additionally, it also addresses modeling approaches for non well-mixed reaction-diffusion dynamics, including deterministic and stochastic PDEs and spatiotemporal master equations. Finally, by translating and incorporating complex theory to a level accessible to non-mathematicians, this book effectively bridges the gap between mathematical research in computational biology and its practical use in biological, biochemical, and biomedical systems.Springeroai:cds.cern.ch:27493772020
spellingShingle Mathematical Physics and Mathematics
Winkelmann, Stefanie
Schütte, Christof
Stochastic dynamics in computational biology
title Stochastic dynamics in computational biology
title_full Stochastic dynamics in computational biology
title_fullStr Stochastic dynamics in computational biology
title_full_unstemmed Stochastic dynamics in computational biology
title_short Stochastic dynamics in computational biology
title_sort stochastic dynamics in computational biology
topic Mathematical Physics and Mathematics
url https://dx.doi.org/10.1007/978-3-030-62387-6
http://cds.cern.ch/record/2749377
work_keys_str_mv AT winkelmannstefanie stochasticdynamicsincomputationalbiology
AT schuttechristof stochasticdynamicsincomputationalbiology