Stochastic Approaches for Systems Biology

Stochastic Approaches for Systems Biology
Author: Mukhtar Ullah
Publisher: Springer Science & Business Media
Total Pages: 319
Release: 2011-07-12
Genre: Mathematics
ISBN: 1461404789

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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 and random variables, subsequent notions of biochemical reaction systems and the relevant concepts of probability theory are introduced side by side. This leads to an intuitive and easy-to-follow presentation of stochastic framework for modeling subcellular biochemical systems. In particular, the authors make an effort to show how the notion of propensity, the chemical master equation and the stochastic simulation algorithm arise as consequences of the Markov property. The text contains many illustrations, examples and exercises to illustrate the ideas and methods that are introduced. Matlab code is also provided where appropriate. Additionally, the cell cycle is introduced as a more complex case study. Senior undergraduate and graduate students in mathematics and physics as well as researchers working in the area of systems biology, bioinformatics and related areas will find this text useful.


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, 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 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
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