Piecewise Deterministic Processes in Biological Models [electronic resource] / by Ryszard Rudnicki, Marta Tyran-Kamińska.
Вид матеріалу:
Текст Серія: SpringerBriefs in Mathematical MethodsПублікація: Cham : Springer International Publishing : Imprint: Springer, 2017Видання: 1st ed. 2017Опис: IX, 169 p. 10 illus. online resourceТип вмісту: - text
- computer
- online resource
- 9783319612959
- 576.58 23
- 577.88 23
- QH323.5
- QH455
ЕКнига
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Springer Ebooks (till 2020 - Open Access)+(2017 Network Access))
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Springer Ebooks (2017 Network Access))
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 proc esses 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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