Stochastic Modelling for Systems Biology, Third Edition

系统生物学随机建模,第三版

生物数学

原   价:
644.00
售   价:
515.00
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发货周期:预计5-7周发货
作      者
出  版 社
出版时间
2020年09月30日
装      帧
平装
ISBN
9780367656935
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页      码
404
开      本
234 x 156 mm (6.14 x 9.21
语      种
英文
版      次
3rd ed.
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图书简介
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. Having been thoroughly updated to reflect this, this third edition covers everything necessary for a good appreciation of stochastic kinetic modelling of biological networks in the systems biology context. New methods and applications are included in the book, and the use of R for practical illustration of the algorithms has been greatly extended. There is a brand new chapter on spatially extended systems, and the statistical inference chapter has also been extended with new methods, including approximate Bayesian computation (ABC). Stochastic Modelling for Systems Biology, Third Edition is now supplemented by an additional software library, written in Scala, described in a new appendix to the book.New in the Third EditionNew chapter on spatially extended systems, covering the spatial Gillespie algorithm for reaction diffusion master equation models in 1- and 2-d, along with fast approximations based on the spatial chemical Langevin equationSignificantly expanded chapter on inference for stochastic kinetic models from data, covering ABC, including ABC-SMCUpdated R package, including code relating to all of the new materialNew R package for parsing SBML models into simulatable stochastic Petri net modelsNew open-source software library, written in Scala, replicating most of the functionality of the R packages in a fast, compiled, strongly typed, functional languageKeeping with the spirit of earlier editions, all of the new theory is presented in a
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