Branching Processes in Biology (Interdisciplinary Applied Mathematics)
暫譯: 生物中的分支過程(跨學科應用數學)
Marek Kimmel, David E. Axelrod
- 出版商: Springer
- 出版日期: 2015-02-17
- 售價: $3,560
- 貴賓價: 9.5 折 $3,382
- 語言: 英文
- 頁數: 280
- 裝訂: Hardcover
- ISBN: 1493915584
- ISBN-13: 9781493915583
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商品描述
This book provides a theoretical background of branching processes and discusses their biological applications. Branching processes are a well-developed and powerful set of tools in the field of applied probability. The range of applications considered includes molecular biology, cellular biology, human evolution and medicine. The branching processes discussed include Galton-Watson, Markov, Bellman-Harris, Multitype, and General Processes. As an aid to understanding specific examples, two introductory chapters, and two glossaries are included that provide background material in mathematics and in biology. The book will be of interest to scientists who work in quantitative modeling of biological systems, particularly probabilists, mathematical biologists, biostatisticians, cell biologists, molecular biologists, and bioinformaticians. The authors are a mathematician and cell biologist who have collaborated for more than a decade in the field of branching processes in biology for this new edition.
This second expanded edition adds new material published during the last decade, with nearly 200 new references. More material has been added on infinitely-dimensional multitype processes, including the infinitely-dimensional linear-fractional case. Hypergeometric function treatment of the special case of the Griffiths-Pakes infinite allele branching process has also been added. There are additional applications of recent molecular processes and connections with systems biology are explored, and a new chapter on genealogies of branching processes and their applications.
Reviews of First Edition:
"This is a significant book on applications of branching processes in biology, and it is highly recommended for those readers who are interested in the application and development of stochastic models, particularly those with interests in cellular and molecular biology." (Siam Review, Vol. 45 (2), 2003)
“This book will be very interesting and useful for mathematicians, statisticians and biologists as well, and especially for researchers developing mathematical methods in biology, medicine and other natural sciences.” (Short Book Reviews of the ISI, Vol. 23 (2), 2003)
商品描述(中文翻譯)
這本書提供了分支過程的理論背景,並討論其在生物學上的應用。分支過程是應用概率領域中一套發展成熟且強大的工具。考慮的應用範圍包括分子生物學、細胞生物學、人類進化和醫學。討論的分支過程包括 Galton-Watson、Markov、Bellman-Harris、多類型和一般過程。為了幫助理解具體範例,書中包含了兩個入門章節和兩個詞彙表,提供數學和生物學的背景資料。這本書將吸引那些從事生物系統定量建模的科學家,特別是概率學家、數學生物學家、生物統計學家、細胞生物學家、分子生物學家和生物資訊學家。作者是一位數學家和細胞生物學家,他們在生物學的分支過程領域合作超過十年,為這一新版而共同編寫。
這第二版擴充版增加了過去十年內發表的新材料,並新增近200條參考文獻。關於無限維多類型過程的材料也有所增加,包括無限維線性分數情況。對 Griffiths-Pakes 無限等位基因分支過程的特殊情況進行了超幾何函數的處理。還探討了最近的分子過程的額外應用,並與系統生物學的聯繫,新增了一章關於分支過程的系譜及其應用。
第一版的評價:
「這是一本關於分支過程在生物學中應用的重要書籍,強烈推薦給對隨機模型的應用和發展感興趣的讀者,特別是對細胞和分子生物學有興趣的人。」(Siam Review, 第45卷(2),2003年)
「這本書對數學家、統計學家和生物學家來說都非常有趣且有用,特別是對於在生物學、醫學和其他自然科學中開發數學方法的研究者。」(ISI 短書評,第23卷(2),2003年)