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Bioinformatics Database Systems

Autor Kevin Byron, Katherine G. Herbert, Jason T. L. Wang
en Limba Engleză Paperback – 30 iun 2020
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.
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Specificații

ISBN-13: 9780367574062
ISBN-10: 0367574063
Pagini: 290
Dimensiuni: 156 x 234 x 15 mm
Greutate: 0.46 kg
Ediția:1
Editura: CRC Press
Colecția CRC Press
Locul publicării:Boca Raton, United States

Cuprins

OVERVIEW OF BIOINFORMATICS DATABASES. Introduction. Sequence Databases. Phylogenetic Databases. Structure And Pathway Databases. Microarray And Boutique Bioinformatics Databases. BIOLOGICAL DATA CLEANING. Introduction. General Data Cleaning. A Case Study In Biological Data Cleaning. BIOLOGICAL DATA INTEGRATION. Introduction. General Data Integration. Three Areas In Biological Data Integration. BIOLOGICAL DATA SEARCHING. Introduction. Biological Data Searching Using Blast. Biological Data Searching Using The Ucsc. Genome Browser And Blat. A Case Study In Phylogenetic Tree Database Search. A Case Study In Rna Pseudoknot Database Search. BIOLOGICAL DATA MINING. Introduction. General Data Mining. Biological Data Mining. A Case Study In Biological Pattern Discovery. A Case Study In Biological Data Mining. BIOLOGICAL NETWORK INFERENCE. Introduction. Gene Regulatory Network Inference. CLOUD-BASED BIOLOGICAL DATA PROCESSING. Introduction. Data Processing In The Cloud. Biological Data. Processing In The Cloud

Notă biografică

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.

Descriere

This book explains the world of database systems to bioinformatics and cheminformatics database users. It begins with a survey of popular databases, including primary genetic and protein sequence, phylogenetic, structure and pathway, and microarray databases. The text discusses information management and modeling issues in these databases, addre