Stochastic Dynamics in Computational Biology

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Stochastic Dynamics in Computational Biology

Cybernetics and systems theory Computational biology / bioinformatics

Authors: Stefanie Winkelmann, Christof Schutte

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Collection: Frontiers in Applied Dynamical Systems: Reviews and Tutorials

Language: English

Published by: Springer

Published on: 4th January 2021

Format: LCP-protected ePub

Size: 19 Mb

ISBN: 9783030623876


Objective of the Book

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.

Main Objectives

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.

Additional Topics

Additionally, it also addresses modeling approaches for non well-mixed reaction-diffusion dynamics, including deterministic and stochastic PDEs and spatiotemporal master equations.

Accessibility and Practical Use

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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