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barnes david j.; chu dominique - guide to simulation and modeling for biosciences

Guide to Simulation and Modeling for Biosciences

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Dettagli

Genere:Libro
Lingua: Inglese
Editore:

Springer

Pubblicazione: 10/2016
Edizione: Softcover reprint of the original 2nd ed. 2015





Trama

This accessible text presents a detailed introduction to the use of a wide range of software tools and modeling environments for use in the biosciences, as well as the fundamental mathematical background. The practical constraints presented by each modeling technique are described in detail, enabling the researcher to determine which software package would be most useful for a particular problem. Features: introduces a basic array of techniques to formulate models of biological systems, and to solve them; discusses agent-based models, stochastic modeling techniques, differential equations, spatial simulations, and Gillespie’s stochastic simulation algorithm; provides exercises; describes such useful tools as the Maxima algebra system, the PRISM model checker, and the modeling environments Repast Simphony and Smoldyn; contains appendices on rules of differentiation and integration, Maxima and PRISM notation, and some additional mathematical concepts; offers supplementary material at an associated website.




Sommario

Foundations of Modeling.- Agent-based Modeling.- ABMs using Repast Simphony.- Differential Equations.- Mathematical Tools.- Other Stochastic Methods and Prism.- Simulating Biochemical Systems.- Biochemical Models Beyond the Perfect Mixing Assumption.- Reference Material.





Autore

David J. Barnes is a senior lecturer in computer science at the University of Kent, UK, with a strong background in the teaching of programming and the implementation of computational models of biological systems.

Dominique Chu is a senior lecturer in computer science at the University of Kent, UK. He is an expert in mathematical and computational modeling of biological systems, with years of experience in these fields.











Altre Informazioni

ISBN:

9781447168980

Condizione: Nuovo
Collana: Simulation Foundations, Methods and Applications
Dimensioni: 235 x 155 mm
Formato: Brossura
Illustration Notes:XII, 339 p. 80 illus.
Pagine Arabe: 339
Pagine Romane: xii


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