Bioinformatics Database Systems
暫譯: 生物資訊資料庫系統

Kevin Byron, Katherine G. Herbert, Jason T. L. Wang

  • 出版商: CRC
  • 出版日期: 2016-12-15
  • 售價: $3,620
  • 貴賓價: 9.5$3,439
  • 語言: 英文
  • 頁數: 290
  • 裝訂: Hardcover
  • ISBN: 1439812470
  • ISBN-13: 9781439812471
  • 相關分類: 生物資訊 Bioinformatics資料庫
  • 海外代購書籍(需單獨結帳)

商品描述

Modern biological databases comprise not only data, but also sophisticated query facilities and bioinformatics data analysis tools. This book provides an exploration through the world of Bioinformatics Database Systems.

The book summarizes the popular and innovative bioinformatics repositories currently available, including popular primary genetic and protein sequence databases, phylogenetic databases, structure and pathway databases, microarray databases and boutique databases. It also explores the data quality and information integration issues currently involved with managing bioinformatics databases, including data quality issues that have been observed, and efforts in the data cleaning field.

Biological data integration issues are also covered in-depth, and the book demonstrates how data integration can create new repositories to address the needs of the biological communities. It also presents typical data integration architectures employed in current bioinformatics databases.

The latter part of the book covers biological data mining and biological data processing approaches using cloud-based technologies. General data mining approaches are discussed, as well as specific data mining methodologies that have been successfully deployed in biological data mining applications. Two biological data mining case studies are also included to illustrate how data, query, and analysis methods are integrated into user-friendly systems.

Aimed at researchers and developers of bioinformatics database systems, the book is also useful as a supplementary textbook for a one-semester upper-level undergraduate course, or an introductory graduate bioinformatics course.

About the Authors

Kevin Byron is a PhD candidate in the Department of Computer Science at the New Jersey Institute of Technology.

Katherine G. Herbert is Associate Professor of Computer Science at Montclair State University.

Jason T.L. Wang is Professor of Bioinformatics and Computer Science at the New Jersey Institute of Technology.

商品描述(中文翻譯)

現代生物資料庫不僅包含數據,還擁有複雜的查詢功能和生物資訊數據分析工具。本書將帶您探索 生物資訊資料庫系統 的世界。

本書總結了當前可用的流行和創新的生物資訊資料庫,包括流行的主要基因和蛋白質序列資料庫、系統發育資料庫、結構和途徑資料庫、微陣列資料庫以及專門資料庫。它還探討了目前在管理生物資訊資料庫時涉及的數據質量和信息整合問題,包括觀察到的數據質量問題以及數據清理領域的努力。

生物數據整合問題也進行了深入探討,本書展示了如何通過數據整合創建新的資料庫,以滿足生物社群的需求。它還介紹了當前生物資訊資料庫中使用的典型數據整合架構。

本書的後半部分涵蓋了使用雲端技術的生物數據挖掘和生物數據處理方法。討論了通用的數據挖掘方法,以及在生物數據挖掘應用中成功部署的特定數據挖掘方法論。還包括兩個生物數據挖掘案例研究,以說明數據、查詢和分析方法如何整合到用戶友好的系統中。

本書旨在為生物資訊資料庫系統的研究人員和開發者提供幫助,同時也可作為一學期高年級本科課程或入門研究生生物資訊課程的補充教材。

作者介紹

Kevin Byron 是新澤西理工學院計算機科學系的博士候選人。

Katherine G. Herbert 是蒙特克萊爾州立大學的計算機科學副教授。

Jason T.L. Wang 是新澤西理工學院的生物資訊與計算機科學教授。