Advanced Multivariate Statistical Methods, Summer 2011 (ICPSR)


Upcoming Workshops:

Thank you for visiting my course notes. Here are some upcoming opportunities to learn from me and my colleagues in person:

WorkshopDatesLocationInstructor
Diagnostic MeasurementMay 22-25, 2017Omni Hilton Head Oceanfront Resort, Hilton Head Island, South CarolinaJonathan Templin
Introduction to Longitudinal Multilevel ModelsMay 30-June 2, 2017Omni Hilton Head Oceanfront Resort, Hilton Head Island, South CarolinaLesa Hoffman

Advanced Multivariate Statistical Methods
Summer, 2011: University of Michigan, ICPSR
Course Documents
Materials
Syllabus
Lecture Slides and Example Files
Lecture SlidesAdditional Materials  
IntroductionLab 1: Introduction to SAS #1Lab 1: Introduction to SAS #2
Matrix AlgebraSAS Syntax
Statistics with Vectors and MatricesSAS SyntaxExample Data
The Multivariate Normal Distribution
Lab Day #1Lab #1 - SAS IML Information (link)Lab #1 - ExercisesLab #1 - Data
Lab #1 - SAS Syntax StarterLab #1 - SAS Solutions
Multivariate ANOVASAS Syntax
Example Data #1Example Data #2Example Data #3
Discrimination and ClassificationSAS SyntaxExample Data #1Example Data #2
Multilevel Mixture Models in Matrix FormSAS SyntaxExample Data
Lab Day #2Lab 2 - MANOVA and Discriminant Analysis ExercisesMANOVA DataMANOVA SAS Starter
Discriminant Analysis DataDiscriminant Analysis StarterSAS Syntax from Lab
SAS PROC GLM Guide (link)SAS PROC DISCRIM Guide (link)
More: Multilevel Mixture Models in Matrix FormSAS SyntaxExample Data
Principal Components AnalysisSAS Syntax
Example Data #1Example Data #2Example Data #3
Factor AnalysisSAS SyntaxExample Data
Canonical Correlation AnalysisSAS SyntaxExample Data
Confirmatory Factor AnalysisSAS SyntaxMplus Syntax and Output
Lab Day #3Lab 3 SAS File - Mixed Models, PCA, EFA, and Canonical CorrelationSAS Data Set
SAS PROC MIXED Guide (link)SAS PROC PRINCOMP Guide (link)
SAS PROC FACTOR Guide (link)SAS PROC CANCORR Guide (link)
Distance-based MethodsSAS Syntax
Mixture ModelsMplus Syntax and Output
Missing DataSAS Syntax
Homework
AssignmentsDataSAS Starter FilesSolutions
Assignment #1Assignment #1
Assignment #2Assignment #2 DataAssignment #2 SAS StarterAssignment #2
Assignment #3Assignment #3 DataAssignment #3 SAS StarterAssignment #3
Assignment #4Assignment #4 DataAssignment #4 SAS StarterAssignment #4
Assignment #5Assignment #5
Assignment #6Assignment #6