A Guide to Numerical Modelling in Systems Biology (Texts in Computational Science and Engineering)
暫譯: 系統生物學中的數值建模指南(計算科學與工程文本)
Peter Deuflhard, Susanna Röblitz
- 出版商: Springer
- 出版日期: 2015-07-15
- 售價: $2,420
- 貴賓價: 9.5 折 $2,299
- 語言: 英文
- 頁數: 168
- 裝訂: Hardcover
- ISBN: 3319200585
- ISBN-13: 9783319200583
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商品描述
This book is intended for students of computational systems biology with only a limited background in mathematics. Typical books on systems biology merely mention algorithmic approaches, but without offering a deeper understanding. On the other hand, mathematical books are typically unreadable for computational biologists. The authors of the present book have worked hard to fill this gap. The result is not a book on systems biology, but on computational methods in systems biology. This book originated from courses taught by the authors at Freie Universität Berlin. The guiding idea of the courses was to convey those mathematical insights that are indispensable for systems biology, teaching the necessary mathematical prerequisites by means of many illustrative examples and without any theorems. The three chapters cover the mathematical modelling of biochemical and physiological processes, numerical simulation of the dynamics of biological networks and identification of model parameters by means of comparisons with real data. Throughout the text, the strengths and weaknesses of numerical algorithms with respect to various systems biological issues are discussed. Web addresses for downloading the corresponding software are also included.
商品描述(中文翻譯)
本書旨在為計算系統生物學的學生提供指導,這些學生在數學方面的背景相對有限。典型的系統生物學書籍僅提及算法方法,但未能提供更深入的理解。另一方面,數學書籍對於計算生物學家來說通常難以閱讀。本書的作者努力填補這一空白。其結果不是一本關於系統生物學的書,而是關於系統生物學中計算方法的書。本書源自作者在德國自由大學(Freie Universität Berlin)教授的課程。課程的指導思想是傳達對於系統生物學不可或缺的數學見解,通過許多生動的例子教授必要的數學先備知識,而不涉及任何定理。三個章節涵蓋了生化和生理過程的數學建模、生物網絡動態的數值模擬,以及通過與實際數據的比較來識別模型參數。在整個文本中,討論了數值算法在各種系統生物學問題上的優缺點。還包括了下載相應軟體的網頁地址。