Table of contents:
Introduction. Microarrays. Image Processing. Elements of Statistics. Statistical Hypothesis Testing. Classical Approaches to Data Analysis. Analysis of Variance-ANOVA. Experiment Design. Multiple Comparisons. Analysis and Visualization Tools. Cluster Analysis. Data Pre-Processing and Normalization. Methods for Selecting Differentially Regulated Genes. Functional Analysis and Biological Interpretation of Microarray Data. Focused Microarrays--Comparison and Selection. Commercial The
Data Analysis Tools for DNA Microarrays helps you meet the challenges of DNA research, by presenting the basics of microarray technology and more importantly, the specific problems the technology poses from the data analysis perspective. It also introduces the fundamentals of statistics and the details of the techniques most useful in microarray data analysis. The book is richly illustrated in full color and comes with a CD-ROM containing trial trial versions of software for image and data analysis.
Introduction. Microarrays. Image Processing. Elements of Statistics. Statistical Hypothesis Testing. Classical Approaches to Data Analysis. Analysis of Variance-ANOVA. Experiment Design. Multiple Comparisons. Analysis and Visualization Tools. Cluster Analysis. Data Pre-Processing and Normalization. Methods for Selecting Differentially Regulated Genes. Functional Analysis and Biological Interpretation of Microarray Data. Focused Microarrays--Comparison and Selection. Commercial The
Data Analysis Tools for DNA Microarrays helps you meet the challenges of DNA research, by presenting the basics of microarray technology and more importantly, the specific problems the technology poses from the data analysis perspective. It also introduces the fundamentals of statistics and the details of the techniques most useful in microarray data analysis. The book is richly illustrated in full color and comes with a CD-ROM containing trial trial versions of software for image and data analysis.