Advanced Analysis of Gene Expression Microarray Data

Zhang Aidong, 2006

Overview

This book explores the development and application of advanced data mining, machine learning, and visualization techniques for identifying significant patterns in gene expression microarray data. It provides biomedical researchers with cutting-edge methods for data analysis. Coverage includes gene-based analysis with novel clustering algorithms, sample-based analysis for dimensionality reduction and gene selection, and approaches to disease classification. Pattern-based analysis methods are discussed for understanding relationships between genes and samples, alongside various visualization tools to simplify high-dimensional data.

Who it's for

• Biomedical researchers
• Data scientists working with biological data
• Students of bioinformatics and computational biology

Key features

• Language: English
• Hardcover binding
• 356 pages
• Published by World Scientific Publishing
• ISBN: 9789812566454
• Year: 2006