Stochastic dynamics in computational biology / / Stefanie Winkelmann, Christof SchuÌtte
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| Autore: |
Winkelmann Stefanie
|
| Titolo: |
Stochastic dynamics in computational biology / / Stefanie Winkelmann, Christof SchuÌtte
|
| Pubblicazione: | Cham, Switzerland : , : Springer, , [2020] |
| ©2020 | |
| Edizione: | 1st ed. 2020. |
| Descrizione fisica: | 1 online resource (XVIII, 272 p. 55 illus., 46 illus. in color.) |
| Disciplina: | 570.285 |
| Soggetto topico: | Computational biology |
| Systems biology | |
| Stochastic processes | |
| Persona (resp. second.): | SchütteChristof |
| Nota di contenuto: | Introduction -- Well-mixed stochastic reaction kinetics -- Population scaling -- Temporal scaling -- Spatial scaling -- Summary and Outlook -- Mathematical background. |
| Sommario/riassunto: | The aim of this book is to provide a well-structured and coherent overview of existing mathematical modeling approaches for biochemical reaction systems, investigating relations between both the conventional models and several types of deterministic-stochastic hybrid model recombinations. Another main objective is to illustrate and compare diverse numerical simulation schemes and their computational effort. Unlike related works, this book presents a broad scope in its applications, from offering a detailed introduction to hybrid approaches for the case of multiple population scales to discussing the setting of time-scale separation resulting from widely varying firing rates of reaction channels. Additionally, it also addresses modeling approaches for non well-mixed reaction-diffusion dynamics, including deterministic and stochastic PDEs and spatiotemporal master equations. Finally, by translating and incorporating complex theory to a level accessible to non-mathematicians, this book effectively bridges the gap between mathematical research in computational biology and its practical use in biological, biochemical, and biomedical systems. |
| Titolo autorizzato: | Stochastic dynamics in computational biology |
| ISBN: | 3-030-62387-4 |
| Formato: | Materiale a stampa  |
| Livello bibliografico | Monografia |
| Lingua di pubblicazione: | Inglese |
| Record Nr.: | 9910483098003321 |
| Lo trovi qui: | Univ. Federico II |
| Opac: | Controlla la disponibilità qui |
Serie:
Frontiers in applied dynamical systems.