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Spencer N.H. Essentials of Multivariate Data Analysis

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Spencer N.H. Essentials of Multivariate Data Analysis
Hoboken: CRC Press, 2013. — 180 p. — ISBN: 978-1466584785.
Frequently Asked Questions
What Questions?
What Analysis Should I Use?
What Data Do I Need?
What Data Is the Author Using in This Book?
What about Missing Data?
What about Other Topics?
What about Computer Packages?
Graphical Presentation of Multivariate Data
Why Do I Want to Do Graphical Presentations of Multivariate Data?
What Data Do I Need for Graphical Presentations of Multivariate Data?
The Rest of This Chapter
Comparable Histograms
A Step-by-Step Guide to Obtaining Comparable Histograms Using the Excel Add-In
Multiple Box Plots
A Step-by-Step Guide to Obtaining Multiple Box Plots Using the Excel Add-In
Trellis Plot
A Step-by-Step Guide to Obtaining a Trellis Plot Usingthe Excel Add-In
Star Plots
Chernoff Faces
Andrews' Plots
A Step-by-Step Guide to Obtaining Andrews' Plots Usingthe Excel Add-In
Principal Components Plot
A Step-by-Step Guide to Obtaining a Principal Components Plot Using the Excel Add-In
More Information
Multivariate Tests of Significance
Why Do I Want to Do Multivariate Tests of Significance?
What Data Do I Need for Multivariate Tests of Significance?
The Rest of This Chapter
Comparing Two Vectors of Means
Comparing Two Covariance Matrices
Comparing More than Two Vectors of Means
Comparing More than Two Covariance Matrices
More Information
Factor Analysis
Why Do I Want to Do Factor Analysis?
What Data Do I Need for Factor Analysis?
The Rest of This Chapter
How Do We Extract the Factors?
Interpreting the Results of a PCA Factor Analysis
How Many Factors Are There?
Interpreting the Results of a PAF Factor Analysis
Communalities Briefly Revisited
Rotating Factor Loadings
So Which Solution Do We Believe?
Factor Scores
A Step-by-Step Guide to Factor Analysis Usingthe Excel Add-In
More Information
Cluster Analysis
Why Do I Want to Do Cluster Analysis?
What Data Do I Need for Cluster Analysis?
The Rest of This Chapter
How Do We Decide How Close Together Two Cases Are?
How Do We Decide How Close Together Two Clusters Are?
How Do We Decide Which Distance Measure and Linkage Method to Use?
How Do We Decide How Many Clusters There Are?
Interpreting Clusters
Non-Hierarchical Cluster Analysis
A Step-by-Step Guide to Cluster Analysis Using the Excel Add-In
More Information
Discriminant Analysis
Why Do I Want to Do Discriminant Analysis?
What Data Do I Need for Discriminant Analysis?
The Rest of This Chapter
How Do We Decide How Close a Case Is to Different Groups?
Allocating Individual Cases to Groups
Which Variables Discriminate between Groups?
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