Deterministic Versus Stochastic Modelling in Biochemistry and Systems Biology

Deterministic Versus Stochastic Modelling in Biochemistry and Systems Biology
Author: Paola Lecca
Publisher: Elsevier
Total Pages: 411
Release: 2013-04-09
Genre: Mathematics
ISBN: 1908818212

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Stochastic kinetic methods are currently considered to be the most realistic and elegant means of representing and simulating the dynamics of biochemical and biological networks. Deterministic versus stochastic modelling in biochemistry and systems biology introduces and critically reviews the deterministic and stochastic foundations of biochemical kinetics, covering applied stochastic process theory for application in the field of modelling and simulation of biological processes at the molecular scale. Following an overview of deterministic chemical kinetics and the stochastic approach to biochemical kinetics, the book goes onto discuss the specifics of stochastic simulation algorithms, modelling in systems biology and the structure of biochemical models. Later chapters cover reaction-diffusion systems, and provide an analysis of the Kinfer and BlenX software systems. The final chapter looks at simulation of ecodynamics and food web dynamics. Introduces mathematical concepts and formalisms of deterministic and stochastic modelling through clear and simple examples Presents recently developed discrete stochastic formalisms for modelling biological systems and processes Describes and applies stochastic simulation algorithms to implement a stochastic formulation of biochemical and biological kinetics


Deterministic Versus Stochastic Modelling in Biochemistry and Systems Biology
Language: en
Pages: 411
Authors: Paola Lecca
Categories: Mathematics
Type: BOOK - Published: 2013-04-09 - Publisher: Elsevier

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Stochastic kinetic methods are currently considered to be the most realistic and elegant means of representing and simulating the dynamics of biochemical and bi
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 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
Stochastic Models in Biology
Language: en
Pages: 282
Authors: Narendra S. Goel
Categories: Science
Type: BOOK - Published: 2013-10-22 - Publisher: Elsevier

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Stochastic Models in Biology describes the usefulness of the theory of stochastic process in studying biological phenomena. The book describes analysis of biolo
Stochastic Modelling for Systems Biology
Language: en
Pages: 360
Authors: Darren James Wilkinson
Categories: Biological systems
Type: BOOK - Published: 2012 - Publisher:

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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