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Piecewise deterministic processes in biological models
Record Type:
Language materials, printed : Monograph/item
Title/Author:
Piecewise deterministic processes in biological models/ by Ryszard Rudnicki, Marta Tyran-Kaminska.
Author:
Rudnicki, Ryszard.
other author:
Tyran-Kaminska, Marta.
Published:
Cham :Springer International Publishing : : 2017.,
Description:
ix, 169 p. :ill., digital ; : 24 cm.;
Contained By:
Springer eBooks
Subject:
Markov processes. -
Online resource:
http://dx.doi.org/10.1007/978-3-319-61295-9
ISBN:
9783319612959
Piecewise deterministic processes in biological models
Rudnicki, Ryszard.
Piecewise deterministic processes in biological models
[electronic resource] /by Ryszard Rudnicki, Marta Tyran-Kaminska. - Cham :Springer International Publishing :2017. - ix, 169 p. :ill., digital ;24 cm. - SpringerBriefs in applied sciences and technology,2191-530X. - SpringerBriefs in applied sciences and technology..
1 Biological Models -- 2 Markov Processes -- 3 Operator Semigroups -- 4 Stochastic Semigroups -- 5 Asymptotic Properties of Stochastic Semigroups -- General Results -- 6 Asymptotic Properties of Stochastic Semigroups -- Applications.
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.
ISBN: 9783319612959
Standard No.: 10.1007/978-3-319-61295-9doiSubjects--Topical Terms:
527825
Markov processes.
LC Class. No.: QA274.7
Dewey Class. No.: 519.233
Piecewise deterministic processes in biological models
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1 Biological Models -- 2 Markov Processes -- 3 Operator Semigroups -- 4 Stochastic Semigroups -- 5 Asymptotic Properties of Stochastic Semigroups -- General Results -- 6 Asymptotic Properties of Stochastic Semigroups -- Applications.
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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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Mathematics and Statistics (Springer-11649)
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