System Modeling in Cellular Biology: From Concepts to Nuts and Bolts (Paperback)
暫譯: 細胞生物學中的系統建模:從概念到實踐
Zoltan Szallasi, Jörg Stelling, Vipul Periwal
- 出版商: MIT
- 出版日期: 2010-03-31
- 售價: $1,620
- 貴賓價: 9.5 折 $1,539
- 語言: 英文
- 頁數: 464
- 裝訂: Paperback
- ISBN: 0262514222
- ISBN-13: 9780262514224
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商品描述
Research in systems biology requires the collaboration of researchers from diverse backgrounds, including biology, computer science, mathematics, statistics, physics, and biochemistry. These collaborations, necessary because of the enormous breadth of background needed for research in this field, can be hindered by differing understandings of the limitations and applicability of techniques and concerns from different disciplines. This comprehensive introduction and overview of system modeling in biology makes the relevant background material from all pertinent fields accessible to researchers with different backgrounds.
The emerging area of systems level modeling in cellular biology has lacked a critical and thorough overview. This book fills that gap. It is the first to provide the necessary critical comparison of concepts and approaches, with an emphasis on their possible applications. It presents key concepts and their theoretical background, including the concepts of robustness and modularity and their exploitation to study biological systems; the best-known modeling approaches, and their advantages and disadvantages; lessons from the application of mathematical models to the study of cellular biology; and available modeling tools and datasets, along with their computational limitations.
The emerging area of systems level modeling in cellular biology has lacked a critical and thorough overview. This book fills that gap. It is the first to provide the necessary critical comparison of concepts and approaches, with an emphasis on their possible applications. It presents key concepts and their theoretical background, including the concepts of robustness and modularity and their exploitation to study biological systems; the best-known modeling approaches, and their advantages and disadvantages; lessons from the application of mathematical models to the study of cellular biology; and available modeling tools and datasets, along with their computational limitations.
商品描述(中文翻譯)
系統生物學的研究需要來自不同背景的研究者合作,包括生物學、計算機科學、數學、統計學、物理學和生物化學。由於該領域研究所需的背景知識範圍極廣,這些合作是必要的,但可能會因為不同學科對技術的限制和適用性的理解差異而受到阻礙。本書對生物學中的系統建模進行了全面的介紹和概述,使來自不同背景的研究者能夠接觸到所有相關領域的背景材料。
在細胞生物學的系統層級建模新興領域中,缺乏一個關鍵且徹底的概述。本書填補了這一空白。它首次提供了必要的概念和方法的批判性比較,並強調其可能的應用。書中介紹了關鍵概念及其理論背景,包括穩健性和模組化的概念及其在研究生物系統中的應用;最知名的建模方法及其優缺點;數學模型在細胞生物學研究中的應用所帶來的教訓;以及可用的建模工具和數據集,並討論其計算限制。