Stochastic dynamics in computational biology / / Stefanie Winkelmann, Christof SchuÌtte

• Autore: Winkelmann Stefanie
• 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.: 996418199503316
• Lo trovi qui: Univ. di Salerno
• Serie: Frontiers in applied dynamical systems.