Piecewise Deterministic Processes in Biological Models

£44.99

Piecewise Deterministic Processes in Biological Models

Cybernetics and systems theory Biomedical engineering Probability and statistics Stochastics Mathematical physics Evolution Computational biology / bioinformatics

Authors: Ryszard Rudnicki, Marta Tyran-Kaminska

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Collection: SpringerBriefs in Applied Sciences and Technology

Language: English

Published by: Springer

Published on: 20th July 2017

Format: LCP-protected ePub

Size: 4 Mb

ISBN: 9783319612959


Introduction to PDMPs and Biological Models

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. Subsequence 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.

Target Audience and Applications

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 researchers in these two fields, but the book will also benefit graduate students.

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