Integer Linear Programming in Computational and Systems Biology: An Entry-Level Text and Course
暫譯: 計算與系統生物學中的整數線性規劃:入門級教材與課程

Gusfield, Dan

  • 出版商: Cambridge
  • 出版日期: 2019-08-01
  • 售價: $2,880
  • 貴賓價: 9.5$2,736
  • 語言: 英文
  • 頁數: 428
  • 裝訂: Hardcover - also called cloth, retail trade, or trade
  • ISBN: 1108421768
  • ISBN-13: 9781108421768
  • 相關分類: R 語言
  • 海外代購書籍(需單獨結帳)

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商品描述

Integer linear programming (ILP) is a versatile modeling and optimization technique that is increasingly used in non-traditional ways in biology, with the potential to transform biological computation. However, few biologists know about it. This how-to and why-do text introduces ILP through the lens of computational and systems biology. It uses in-depth examples from genomics, phylogenetics, RNA, protein folding, network analysis, cancer, ecology, co-evolution, DNA sequencing, sequence analysis, pedigree and sibling inference, haplotyping, and more, to establish the power of ILP. This book aims to teach the logic of modeling and solving problems with ILP, and to teach the practical 'work flow' involved in using ILP in biology. Written for a wide audience, with no biological or computational prerequisites, this book is appropriate for entry-level and advanced courses aimed at biological and computational students, and as a source for specialists. Numerous exercises and accompanying software (in Python and Perl) demonstrate the concepts.

商品描述(中文翻譯)

整數線性規劃(Integer Linear Programming, ILP)是一種多功能的建模和優化技術,越來越多地在生物學中以非傳統的方式使用,具有改變生物計算的潛力。然而,了解這項技術的生物學家卻不多。本書從計算生物學和系統生物學的角度介紹ILP,並通過基因組學、系統發育學、RNA、蛋白質摺疊、網絡分析、癌症、生態學、共演化、DNA測序、序列分析、家系和兄弟推斷、單倍型分析等深入範例,展示ILP的強大功能。本書旨在教授使用ILP建模和解決問題的邏輯,以及在生物學中使用ILP的實際“工作流程”。本書面向廣泛的讀者群,無需生物學或計算的先備知識,適合針對生物學和計算學生的入門和進階課程,以及專家參考資料。書中包含大量練習和配套軟體(使用Python和Perl),以展示這些概念。