Stochastic Dynamics in Computational Biology

Stochastic Dynamics in Computational Biology
Author: Stefanie Winkelmann
Publisher: Springer Nature
Total Pages: 284
Release: 2021-01-04
Genre: Mathematics
ISBN: 3030623874

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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.


Stochastic Dynamics in Computational Biology
Language: en
Pages: 284
Authors: Stefanie Winkelmann
Categories: Mathematics
Type: BOOK - Published: 2021-01-04 - Publisher: Springer Nature

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The aim of this book is to provide a well-structured and coherent overview of existing mathematical modeling approaches for biochemical reaction systems, invest
Stochastic Dynamics for Systems Biology
Language: en
Pages: 274
Authors: Christian Mazza
Categories: Mathematics
Type: BOOK - Published: 2016-04-19 - Publisher: CRC Press

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Stochastic Dynamics for Systems Biology is one of the first books to provide a systematic study of the many stochastic models used in systems biology. The book
Stochastic Modelling for Systems Biology, Third Edition
Language: en
Pages: 366
Authors: Darren J. Wilkinson
Categories: Mathematics
Type: BOOK - Published: 2018-12-07 - Publisher: CRC Press

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Since the first edition of Stochastic Modelling for Systems Biology, there have been many interesting developments in the use of "likelihood-free" methods of Ba
Stochastic Approaches for Systems Biology
Language: en
Pages: 319
Authors: Mukhtar Ullah
Categories: Mathematics
Type: BOOK - Published: 2011-07-12 - Publisher: Springer Science & Business Media

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This textbook focuses on stochastic analysis in systems biology containing both the theory and application. While the authors provide a review of probability an
Stochastic Modelling for Systems Biology, Second Edition
Language: en
Pages: 365
Authors: Darren J. Wilkinson
Categories: Mathematics
Type: BOOK - Published: 2011-11-09 - Publisher: CRC Press

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Since the first edition of Stochastic Modelling for Systems Biology, there have been many interesting developments in the use of "likelihood-free" methods of Ba