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Piecewise Deterministic Processes in Biological Models
Udgivet af Springer International Publishing AG
ISBN
9783319612935
Om denne bog
This book presents a concise introduction to piecewise deterministic Markov processes (PDMPs), with particular emphasis on their applications to biological models. Further, it presents examples of biological phenomena, such as gene activity and population growth, where different types of PDMPs appear: continuous time M…
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Bogdetaljer
Forfatter
Marta Tyran-Kaminska, Ryszard Rudnicki
Forlag
Springer International Publishing AG
Kategori
Kybernetik og systemteori
ISBN-13
9783319612935
EAN
9783319612935
Format
Hæftet
Sprog
Engelsk
sider
169
Produktbeskrivelse
This book presents a concise introduction to piecewise deterministic Markov processes (PDMPs), with particular emphasis on their applications to biological models. Further, it presents examples of biological phenomena, such as gene activity and population growth, where different types of PDMPs appear: continuous time Markov chains, deterministic processes with jumps, processes with switching dynamics, and point processes. Subsequent chapters present the necessary tools from the theory of stochastic processes and semigroups of linear operators, as well as theoretical results concerning the long-time behaviour of stochastic semigroups induced by PDMPs and their applications to biological models. As such, the book offers a valuable resource for mathematicians and biologists alike. The first group will find new biological models that lead to interesting and often new mathematical questions, while the second can observe how to include seemingly disparate biological processes into a unified mathematical theory, and to arrive at revealing biological conclusions. The target audience primarily comprises of researchers in these two fields, but the book will also benefit graduate students.
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