| Description |
1 online resource (xxvii, 330 pages) : illustrations |
| Series |
Chapman & Hall/CRC mathematical and computational biology series |
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Chapman and Hall/CRC mathematical & computational biology series.
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| Note |
"A Chapman & Hall Book." |
| Bibliography |
Includes bibliographical references and index. |
| Contents |
I. Modelling and networks. Introduction to biological modelling -- Representation of biochemical networks -- II. Stochastic processes and simulation. Probability models -- Stochastic simulation -- Markov processes -- III. Stochastic chemical kinetics. Chemical and biochemical kinetics -- Case studies -- Beyond the Gillespie algorithm -- IV. Bayesian inference. Bayesian inference and MCMC -- Inference for stochastic kinetic models -- Conclusions. |
| Summary |
"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"--Provided by publisher. |
| Subject |
Biological systems -- Mathematical models.
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Systems biology.
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Biological models.
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Stochastic processes.
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Systems Biology -- methods |
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Kinetics |
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Models, Biological |
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Models, Statistical |
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Stochastic Processes |
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Systems Biology |
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Systèmes biologiques -- Modèles mathématiques. |
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Biologie systémique. |
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Modèles biologiques. |
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Processus stochastiques. |
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Stochastic processes |
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Biological models |
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Biological systems -- Mathematical models |
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Systems biology |
| Other Form: |
Print version: Wilkinson, Darren James. Stochastic modelling for systems biology. 2nd ed. Boca Raton : CRC Press/Taylor & Francis, ©2012 9781439837726 (DLC) 2011039585 (OCoLC)491888797 |
| ISBN |
9781439837764 (electronic book) |
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1439837767 (electronic book) |
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(hardcover ; alk. paper) |
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(hardcover ; alk. paper) |
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