Fundamentals of Multivariate Modeling, Fall 2012 (UNL)


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

Fall 2012: Psychology 943/930

Instructors:Dr. Lesa HoffmanDr. Jonathan Templin
email:lesa@unl.edujtemplin@unl.edu
Phone:402-472-6930402-417-4332
Office:219 Burnett Hall220 Burnett Hall

Tentative Schedule of Events:

Printable Course Syllabus (last updated 08/20/12)

PSYC 943 Online Homework System

WeekDateCourse MaterialsReadings
18/22Introduction and Overview; Review of General Linear Model; Descriptions of Variability
Accompanying SAS Data and Syntax

Lecture Video [Part 1: 8/22]
Lecture Video [Part 2: 8/24]
Maxwell & Delaney (2004)
Appendix B
8/24Simple, Marginal, and Interaction Effects in GLMs (Introduction to SAS PROC GLM): Part 1
In-Class and In-Color Lecture Version
Accompanying SAS Data and Syntax

Lecture Video [Part 1: 8/24]
Lecture Video [Part 2: 8/29]
28/29Simple, Marginal, and Interaction Effects in GLMs: Part 2
Accompanying SAS Data and Syntax

Lecture video is embedded within Part 2: 8/29, starting at 1:14:35
Hoffman (in prep) ch. 2
8/31No Class
39/5Univariate Normal Distribution; GLM in Univariate Normal; Model for Means/Variances

Lecture Video [Part 1]
Lecture Video [From Friday: 9/7]
Kutner et al. (2005)
Appendix A and ch. 1 p. 1-15
9/7Least Squares Estimation for GLMs

Lecture Video
Kutner et al. (2005)
ch 1. p. 16-33
49/12Maximum Likelihood Estimation for GLMs

Lecture Video
Enders (2010) ch. 3
9/14Introduction to Generalized Univariate Models; Models for Binary Outcomes (SAS PROC GENMOD)
Example Excel and SAS Files

Lecture Video [Part 1]
Lecture Video [Part 2: From 9/19]
Azen & Walker (2011) ch. 2 & 6
59/19Examples with Ordinal and Nominal Outcomes
Example
SAS Syntax and Data

Lecture Video
Cohen, Cohen, West, & Aiken (2002) ch. 13
9/21Review of topics -and- Examples with Ordinal and Nominal Outcomes, continued

Lecture Video
69/26Models for Other Not-Normal Outcomes
Example

Lecture Video
Atkins & Gallop (2007)
9/28Matrix Algebra and PROC IML: Theory
SAS Syntax and Data

Lecture Video
Johnson & Wichern (2002) ch. 2
710/3More Matrix Algebra, Mean Vectors, Covariance Matrices, and the Multivariate Normal Distribution
SAS Syntax and Data

Lecture Video
Johnson & Wichern (2002) ch. 3
10/5Multivariate Normal Distribution; Introduction to Maximum Likelihood for Multivariate Outcomes (SAS PROC MIXED)
SAS Syntax and Data

Lecture Video
Johnson & Wichern (2002) ch. 4
810/10Examples of Adding Predictors to Multivariate Models; Uses of the ESTIMATE Statement with the CLASS Statement; Comparisons of Multivariate Models with Classical MANOVA
SAS Syntax and Data

Lecture Video
Wright (1998)
10/12No Class
910/17Review of Topics to this Point and Practice with Multivariate Data
SAS Syntax and Data

Lecture Video
10/19Examples of Multivariate Regression and Difference Score Models:

Example 1: Body Dissatisfaction
Lecture Video

Example 2: Drug Acquisition
Lecture Video
1010/24More Multivariate Models:

Example 1: Repeated Measures Response Times in Younger and Older Adults
Lecture Video

Example 2: Models for Dyadic and Family Data
Lecture Video
10/26Introduction to Bayesian and MCMC Estimation
SAS Syntax and Data

Lecture Video
Enders (2010) ch. 6
1110/31 and 11/2Missing Data, Handing Missing Data via Maximum Likelihood, How Not to Handle Missing Data, Handling Missing Data via Multiple Imputation
SAS Syntax and Data
SAS How-To for Imputation with Different PROCs

Lecture Video [Part 1: 10/31]
Lecture Video [Part 2: 11/2]
Enders (2010) ch. 4, 7, 8, 9
1211/7Introduction to Mplus and Path Analysis
Mplus Syntax Guide
Mplus Syntax and Example Data

Lecture Video [Part 1]
Lecture Video [Part 2]
Kline (2005) ch. 5, 6
Enders (2010) ch. 5
11/9Mediation Models
MLR Model Comparisons Spreadsheet

Lecture Video
MacKinnon (2008) ch. 6
1311/14Power Analysis for via SAS: PROC POWER and Simulation
SAS Syntax and Example Data

Lecture Video
Muthén & Muthén (2002)
11/16Power Analysis via SAS and Mplus: Simulation
SAS and Mplus Syntax

Lecture Video

Final Exam (Including Brief Discussion)
Maxwell, Kelley, & Rausch (2008)
1411/21NO CLASS - THANKSGIVING BREAK
11/23NO CLASS - THANKSGIVING BREAK
1511/28Clustering: Mixture and Latent Class Models
Mplus Syntax

Lecture Video
Vermunt & Magidson (2002)
McCutcheon (2002)
11/30Principal Components Analysis and Exploratory Factor Analysis
SAS and Mplus Syntax

Lecture Video [Part 1]
Johnson & Wichern (2002)
ch. 8, 9
1612/5Principal Components Analysis and Exploratory Factor Analysis (see 11/30 lecture)

Lecture Video [Part 2]
12/7Introduction to Multilevel Models
RM ANOVA Example

Lecture Video [Part 1]
Maxwell & Delaney (2004)
ch. 12-15
1712/17COMPLETED TAKE-HOME FINAL EXAM DUE THROUGH BLACKBOARD MONDAY 12/17 BY 11:59 PM