Stochastic Dynamics in Computational Biology

Stefanie Winkelmann, Christof Schütte (Autoren)

Buch | Softcover

XVIII, 272 Seiten

2021 | 1st ed. 2020
Springer International Publishing (Verlag)
978-3-030-62386-9 (ISBN)

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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.

Introduction.- Well-mixed stochastic reaction kinetics.- Population scaling.- Temporal scaling.- Spatial scaling.- Summary and Outlook.- Mathematical background.

"The primary audience is graduate students and researchers. ... content would have to be selected and formatted for lectures carefully. It is most suitable for independent study, and is especially useful as a reference text for the foundations of techniques used in current research. The choice of references are excellent and very current: it is a good survey of both the relevant foundations and current state of research ... and would be a useful starting point for a literature review." (Chay Paterson, zbMATH 1467.92005, 2021)

“The primary audience is graduate students and researchers. … content would have to be selected and formatted for lectures carefully. It is most suitable for independent study, and is especially useful as a reference text for the foundations of techniques used in current research. The choice of references are excellent and very current: it is a good survey of both the relevant foundations and current state of research … and would be a useful starting point for a literature review.” (Chay Paterson, zbMATH 1467.92005, 2021)

Erscheinungsdatum	06.01.2021
Reihe/Serie	Frontiers in Applied Dynamical Systems: Reviews and Tutorials
Zusatzinfo	XVIII, 272 p. 55 illus., 46 illus. in color.
Verlagsort	Cham
Sprache	englisch
Maße	155 x 235 mm
Gewicht	448 g
Themenwelt	Mathematik / Informatik ► Informatik ► Theorie / Studium
	Informatik ► Weitere Themen ► Bioinformatik
	Mathematik / Informatik ► Mathematik ► Angewandte Mathematik
	Technik ► Maschinenbau
Schlagworte	Chemical master equation • chemical reaction network • Enzyme kinetics • gene expression • Hybrid Models • Multi-scale systems • Reaction-diffusion Process • Reaction rate equation • Stochastic Simulation
ISBN-10	3-030-62386-6 / 3030623866
ISBN-13	978-3-030-62386-9 / 9783030623869
Zustand	Neuware