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.
Mukhtar Ullah & Olaf Wolkenhauer
Stochastic Approaches for Systems Biology [PDF ebook]
Stochastic Approaches for Systems Biology [PDF ebook]
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Ngôn ngữ Anh ● định dạng PDF ● ISBN 9781461404781 ● Nhà xuất bản Springer New York ● Được phát hành 2011 ● Có thể tải xuống 3 lần ● Tiền tệ EUR ● TÔI 4612749 ● Sao chép bảo vệ Adobe DRM
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