Stochastic modelling for systems biology /

"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 ev...

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Detalles Bibliográficos
Clasificación:Libro Electrónico
Autor principal: Wilkinson, Darren James (Autor)
Formato: Electrónico eBook
Idioma:Inglés
Publicado: Boca Raton : CRC Press/Taylor & Francis Group, [2012]
Edición:Second edition.
Colección:Chapman and Hall/CRC mathematical & computational biology series.
Temas:
Biological systems > Mathematical models.
Systems biology.
Biological models.
Stochastic processes.
Systems Biology > methods
Kinetics
Models, Biological
Models, Statistical
Stochastic Processes
Systems Biology
Systèmes biologiques > Modèles mathématiques.
Biologie systémique.
Modèles biologiques.
Processus stochastiques.
SCIENCE > Life Sciences > Molecular Biology.
Stochastic processes
Biological models
Acceso en línea:Texto completo (Requiere registro previo con correo institucional)
Tabla de Contenidos:
  • 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.

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