Wilkinson, Darren James
Stochastic modelling for systems biology / Darren J. Wilkinson. -- Second edition. -- Boca Raton : CRC Press/Taylor & Francis Group, [2012]. -- ©2012. -- 1 online zdroj (xxvii, 330 stran) : ilustrace. -- (Chapman & Hall/CRC mathematical and computational biology series). -- "A Chapman & Hall Book.". -- 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. -- ISBN : 9781439837764 (online). -- 1439837767 (online). -- 9781439837726 (hardcover ; alk. paper). -- 1439837724 (hardcover ; alk. paper).
biologické systémy. biotechnologie. matematické modely. kinetika. stochastické procesy. elektronické knihy
57.01/.05. 519.673. 60. 519.216. (0.034.2:08)