Algorithms in Bioinformatics
暫譯: 生物資訊學中的演算法
Gagniuc, Paul A.
- 出版商: Wiley
- 出版日期: 2021-08-10
- 售價: $4,950
- 貴賓價: 9.5 折 $4,703
- 語言: 英文
- 頁數: 528
- 裝訂: Hardcover - also called cloth, retail trade, or trade
- ISBN: 1119697964
- ISBN-13: 9781119697961
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相關分類:
Algorithms-data-structures、生物資訊 Bioinformatics
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商品描述
Algorithms in Bioinformatics: Theory and Implementation is a concise yet comprehensive textbook of bioinformatics which describes some of the main algorithms that are used to elucidate biological functions and relationships. This unique guide to Algorithms in Bioinformatics approaches the subject along the four convergent lines of mathematics, implementation, simulation, experimentation, and can be ideal for upper-undergraduate bioinformatics courses, researchers, doctoral students, and sociologists or engineers charged with data analysis. This work first begins with a general introduction to biology, which is meant to bring a more concrete understanding of the molecular processes concerning the field of Bioinformatics. Following this introduction, an in-detail look is made to subjects like sequence alignment, forced alignment, detection of motifs, sequence logos, markov chains or information entropy. Other novel approaches are also described, such as self-sequence alignment, objective digital stains (ODSs) or spectral forecast and the discrete probability detector (DPD) algorithm. This work also contains thorough step-by-step explanations regarding the meaning of the background models in bioinformatics from several angles. More importantly, it introduces the readers to the art of algorithms; shows how to design computer implementations, and provides extensive worked examples with detailed case studies. The implementations presented here, point out how native programming in javascript can broaden the horizons of possibilities in bioinformatics by considering the might of modern Internet browsers. Graphical illustrations are used for technical details on computational algorithms to aid an in-depth understanding of their innerworkings. Moreover, this work brings to the reader attention more than 100 open source implementations and 33 powerpoint presentations.
商品描述(中文翻譯)
《生物資訊學中的演算法:理論與實作》是一本簡明而全面的生物資訊學教科書,描述了一些用於闡明生物功能和關係的主要演算法。這本獨特的《生物資訊學中的演算法》指南從數學、實作、模擬和實驗四個交匯的方向來探討這個主題,非常適合高年級本科生的生物資訊學課程、研究人員、博士生,以及負責數據分析的社會學家或工程師。本書首先以生物學的一般介紹開始,旨在提供對生物資訊學領域相關的分子過程更具體的理解。在這個介紹之後,詳細探討了序列比對、強制比對、基序檢測、序列標誌、馬可夫鏈或信息熵等主題。還描述了其他新穎的方法,如自我序列比對、目標數位染色(ODS)或光譜預測和離散概率檢測(DPD)演算法。本書還從多個角度提供了關於生物資訊學背景模型意義的詳細逐步解釋。更重要的是,它向讀者介紹了演算法的藝術;展示如何設計計算機實作,並提供了大量的實作範例和詳細的案例研究。這裡呈現的實作指出,使用 JavaScript 的原生編程如何通過考慮現代網頁瀏覽器的強大功能來擴展生物資訊學的可能性。圖形插圖用於計算演算法的技術細節,以幫助深入理解其內部運作。此外,本書還向讀者介紹了超過100個開源實作和33個PowerPoint簡報。
作者簡介
Paul A. Gagniuc, PhD, is an associated Professor of Bioinformatics and a Professor of Programming Languages at University Politehnica of Bucharest in Romania. He obtained his doctorate in Genetics at the University of Bucharest. Dr. Gagniuc is also an Academic Editor at PLoS ONE and a pro-active reviewer for several well-known scientific journals. He has published numerous high-profile scientific articles and is the recipient of several awards for exceptional scientific results.
作者簡介(中文翻譯)
保羅·A·加尼烏克(Paul A. Gagniuc, PhD)是羅馬尼亞布加勒斯特理工大學(University Politehnica of Bucharest)生物資訊學的副教授及程式語言的教授。他在布加勒斯特大學獲得遺傳學博士學位。加尼烏克博士同時擔任PLoS ONE的學術編輯,並且是多本知名科學期刊的積極審稿人。他發表了多篇高影響力的科學文章,並因其卓越的科學成果獲得多項獎項。