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portada Stochastic Approaches for Systems Biology
Type
Physical Book
Author
Publisher
Language
English
Pages
290
Format
Paperback
Dimensions
23.4 x 15.6 x 1.7 cm
Weight
0.45 kg.
ISBN13
9781489994912
Categories

Stochastic Approaches for Systems Biology

Olaf Wolkenhauer (Author) · Mukhtar Ullah (Author) · Springer PG · Paperback

Stochastic Approaches for Systems Biology - Ullah, Mukhtar ; Wolkenhauer, Olaf

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Synopsis "Stochastic Approaches for Systems Biology"

This textbook focuses on stochastic analysis in systems biology containing both the theory and application. While the authors provide a review of probability and random variables, subsequent notions of biochemical reaction systems and the relevant concepts of probability theory are introduced side by side. This leads to an intuitive and easy-to-follow presentation of stochastic framework for modeling subcellular biochemical systems. In particular, the authors make an effort to show how the notion of propensity, the chemical master equation and the stochastic simulation algorithm arise as consequences of the Markov property. The text contains many illustrations, examples and exercises to illustrate the ideas and methods that are introduced. Matlab code is also provided where appropriate. Additionally, the cell cycle is introduced as a more complex case study. Senior undergraduate and graduate students in mathematics and physics as well as researchers working in the area of systems biology, bioinformatics and related areas will find this text useful.

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