Overview
"Since the first edition of Stochastic Modelling for Systems Biology, there have been many interesting developments in the use of ""likelihood-free"" methods of Bayesian inference for complex stochastic models. Re-written to reflect this modern perspective, this second edition covers everything necessary for a good appreciation of stochastic kinetic modelling of biological networks in the systems biology context. Keeping with the spirit of the first edition, all of the new theory is presented in a very informal and intuitive manner, keeping the text as accessible as possible to the widest possible readership. New in the Second Edition All examples have been updated to Systems Biology Markup Language Level 3 All code relating to simulation, analysis, and inference for stochastic kinetic models has been re-written and re-structured in a more modular way An ancillary website provides links, resources, errata, and up-to-date information on installation and use of the associated R package More background material on the theory of Markov processes and stochastic differential equations, providing more substance for mathematically inclined readers Discussion of some of the more advanced concepts relating to stochastic kinetic models, such as random time change representations, Kolmogorov equations, Fokker-Planck equations and the linear noise approximation Simple modelling of ""extrinsic"" and ""intrinsic"" noise An effective introduction to the area of stochastic modelling in computational systems biology, this new edition adds additional mathematical detail and computational methods which will provide a stronger foundation for the development of more advanced courses in stochastic biological modelling."
Full Product Details
Author: Darren J. Wilkinson (School of Mathematics and Statistics, Newcastle University, UK)
Publisher: Taylor & Francis Inc
Imprint: CRC Press Inc
Edition: 2nd New edition
Volume: 44
Dimensions:
Width: 15.60cm
, Height: 2.30cm
, Length: 23.50cm
Weight: 0.658kg
ISBN: 9781439837726
ISBN 10: 1439837724
Pages: 363
Publication Date: 09 November 2011
Audience:
College/higher education
,
General/trade
,
Tertiary & Higher Education
,
General
Replaced By: 9781138549289
Format: Hardback
Publisher's Status: Out of Stock Indefinitely
Availability: Awaiting stock
Reviews
Praise for the First Edition !designed and well suited as an in-depth introduction into stochastic chemical simulation, both for self-study or as a course text! --Biomedical Engineering Online, December 2006
Praise for the First Edition ...designed and well suited as an in-depth introduction into stochastic chemical simulation, both for self-study or as a course text... -Biomedical Engineering Online, December 2006
Author Information
Darren Wilkinson is Professor of Stochastic Modelling at Newcastle University in the UK. He was educated at the nearby University of Durham, where he took his first degree in Mathematics, followed by a Ph.D. in Bayesian statistics which he completed in 1995. He moved to a lectureship in statistics at the Newcastle University in 1996, where he has remained since, being promoted to his current post in 2007. Professor Wilkinson is interested in computational statistics and Bayesian inference and in the application of modern statistical technology to problems in statistical bioinformatics and systems biology. He is involved in a variety of systems biology projects at Newcastle, including the Centre for Integrated Systems Biology of Ageing and Nutrition (CISBAN). He recently held a BBSRC Research Development Fellowship on Integrative modelling of stochasticity, noise, heterogeneity and measurement error in the study of model biological systems.
