Stochastic Modelling for Systems Biology, Third Edition

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 everythi...

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Detalles Bibliográficos
Otros Autores: Wilkinson, Darren J., author (author)
Formato: Libro electrónico
Idioma:Inglés
Publicado: Boca Raton, FL : Chapman and Hall/CRC [2018].
Edición:Third edition
Colección:Chapman & Hall/CRC mathematical and computational biology.
Materias:
Ver en Biblioteca Universitat Ramon Llull:https://discovery.url.edu/permalink/34CSUC_URL/1im36ta/alma991009757929906719
Tabla de Contenidos:
  • Introduction to biological modelling
  • Representation of biochemical networks
  • Probability models
  • Stochastic simulation
  • Markov processes
  • Chemical and biochemical kinetics
  • Case studies
  • Beyond the Gillespie algorithm
  • Spatially extended systems
  • Bayesian inference and MCMC
  • Inference for stochastic kinetic models
  • Conclusions
  • Appendices.