Introduction to Bio-Ontologies
暫譯: 生物本體論導論
Robinson, Peter N., Bauer, Sebastian
- 出版商: CRC
- 出版日期: 2020-09-30
- 售價: $2,360
- 貴賓價: 9.5 折 $2,242
- 語言: 英文
- 頁數: 517
- 裝訂: Quality Paper - also called trade paper
- ISBN: 0367659271
- ISBN-13: 9780367659271
海外代購書籍(需單獨結帳)
商品描述
Introduction to Bio-Ontologies explores the computational background of ontologies. Emphasizing computational and algorithmic issues surrounding bio-ontologies, this self-contained text helps readers understand ontological algorithms and their applications.
The first part of the book defines ontology and bio-ontologies. It also explains the importance of mathematical logic for understanding concepts of inference in bio-ontologies, discusses the probability and statistics topics necessary for understanding ontology algorithms, and describes ontology languages, including OBO (the preeminent language for bio-ontologies), RDF, RDFS, and OWL.
The second part covers significant bio-ontologies and their applications. The book presents the Gene Ontology; upper-level ontologies, such as the Basic Formal Ontology and the Relation Ontology; and current bio-ontologies, including several anatomy ontologies, Chemical Entities of Biological Interest, Sequence Ontology, Mammalian Phenotype Ontology, and Human Phenotype Ontology.
The third part of the text introduces the major graph-based algorithms for bio-ontologies. The authors discuss how these algorithms are used in overrepresentation analysis, model-based procedures, semantic similarity analysis, and Bayesian networks for molecular biology and biomedical applications.
With a focus on computational reasoning topics, the final part describes the ontology languages of the Semantic Web and their applications for inference. It covers the formal semantics of RDF and RDFS, OWL inference rules, a key inference algorithm, the SPARQL query language, and the state of the art for querying OWL ontologies.
Web Resource
Software and data designed to complement material in the text are available on the book's website: http: //bio-ontologies-book.org The site provides the R Robo package developed for the book, along with a compressed archive of data and ontology files used in some of the exercises. It also offers teaching/presentation slides and links to other relevant websites.
This book provides readers with the foundation to use ontologies as a starting point for new bioinformatics research projects or to support current molecular genetics research projects. By supplying a self-contained introduction to OBO ontologies and the Semantic Web, it bridges the gap between both fields and helps readers see what each can contribute to the analysis and understanding of biomedical data.
商品描述(中文翻譯)
《生物本體論導論》探討了本體論的計算背景。這本自成一體的書籍強調了圍繞生物本體論的計算和算法問題,幫助讀者理解本體論算法及其應用。
本書的第一部分定義了本體論和生物本體論。它還解釋了數學邏輯在理解生物本體論中的推理概念的重要性,討論了理解本體論算法所需的概率和統計主題,並描述了本體論語言,包括OBO(生物本體論的主要語言)、RDF、RDFS和OWL。
第二部分涵蓋了重要的生物本體論及其應用。書中介紹了基因本體論;高層次本體論,如基本形式本體論和關係本體論;以及當前的生物本體論,包括幾個解剖學本體論、生物學相關化學實體、本體論序列、哺乳動物表型本體論和人類表型本體論。
文本的第三部分介紹了生物本體論的主要基於圖的算法。作者討論了這些算法如何用於過度表現分析、基於模型的程序、語義相似性分析以及分子生物學和生物醫學應用中的貝葉斯網絡。
最後一部分專注於計算推理主題,描述了語義網的本體論語言及其推理應用。它涵蓋了RDF和RDFS的形式語義、OWL推理規則、一個關鍵的推理算法、SPARQL查詢語言,以及查詢OWL本體論的最新技術。
網路資源
設計用來補充書中材料的軟體和數據可在本書網站上獲得:http://bio-ontologies-book.org 該網站提供了為本書開發的R Robo套件,以及用於某些練習的數據和本體論文件的壓縮檔案。它還提供教學/演示幻燈片和其他相關網站的鏈接。
這本書為讀者提供了使用本體論作為新生物信息學研究項目起點或支持當前分子遺傳學研究項目的基礎。通過提供對OBO本體論和語義網的自成一體的介紹,它彌合了這兩個領域之間的差距,幫助讀者了解每個領域對生物醫學數據分析和理解的貢獻。
作者簡介
Peter N. Robinson is a research scientist and leader of the Computational Biology Group in the Institute of Medical Genetics and Human Genetics at Charité-Universitätsmedizin Berlin. Dr. Robinson completed his medical education at the University of Pennsylvania, followed by an internship at Yale University. He also studied mathematics and computer science at Columbia University. His research interests involve the use of mathematical and bioinformatics models to understand biology and hereditary disease.
Sebastian Bauer is a research assistant in the Institute of Medical Genetics and Human Genetics at Charité-Universitätsmedizin Berlin. He earned a degree in computer science from the Technical University of Ilmenau. His research interests include mathematical modeling, discrete algorithms, theoretical computer science, software engineering, and the applications of these fields to medicine and biology.
作者簡介(中文翻譯)
彼得·N·羅賓森(Peter N. Robinson)是柏林夏里特醫學大學醫學遺傳學與人類遺傳學研究所的計算生物學組的研究科學家和負責人。羅賓森博士在賓夕法尼亞大學完成了醫學教育,隨後在耶魯大學進行實習。他還在哥倫比亞大學學習數學和計算機科學。他的研究興趣包括使用數學和生物信息學模型來理解生物學和遺傳疾病。
塞巴斯蒂安·鮑爾(Sebastian Bauer)是柏林夏里特醫學大學醫學遺傳學與人類遺傳學研究所的研究助理。他在伊爾門瑙工業大學獲得計算機科學學位。他的研究興趣包括數學建模、離散算法、理論計算機科學、軟體工程,以及這些領域在醫學和生物學中的應用。