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Syllabus
Readings
Homework
Data Sets
Handouts & Overheads
Why MLR?
Regression
Review
Intercept-Only Model and
Random Effects ANOVA
Distinguishing Between
Random and Fixed: Variables, Effects, and Coefficients
Raudenbush & Bryk
Example Data Set: High School &
Beyond
Early Childhood
Longitudinal Study (ECLS)
Intercept Only
Model Example (Random Effects ANOVA): SPSS, R, and HLM
Intraclass Correlation
Coefficient
ANCOVA Example (One
Level-1 Predictor Assuming Homogeneous Slopes): SPSS, R, and HLM
Creating MDM
Files in the HLM Package
Hypothetical Examples of Intercept-Slope Correlations
Random Slopes Example: SPSS, R, and HLM
Plotting Within-Group
Regression Lines: SPSS, R, and HLM
R-square for Multilevel
Models with Examples
HSB Examples
using the lme4 Package in R
Significance Testing in Multilevel Regression
Examples Illustrating Kenward-Roger Degrees of
Freedom in SPSS and R
Random Effects Likelihood Ratio Test Examples: SPSS,
R, and HLM
Excel Sheet for Mixture Distribution LR Test
(Chi-bar Test)
Multilevel Regression Equations with a Level-2
Predictor
Centering in Multilevel Regression
Overhead: Reintroduced Means and
Compositional Effects
Centering Code Examples: SPSS and R
Cross-level Interaction Example:
Predicting Random Slopes
Simple Slope Tests of Cross-level Interactions
Model Building Strategies in Multilevel Regression
Multilevel Regression Estimation Methods for
Continuous Dependent Variables
Some Model Fit Statistics Printed by Multilevel Procedures
Reliability of Coefficients
Diagnostics for Multilevel Regression
Robust Standard Errors
Mediation with Multilevel Regression
Growth Curve Models
Comparison
of Notation for Growth Curve Models
Preparing Data Sets for Growth Curve Analysis
Unconditional Growth Curve Example: SPSS, R,
and HLM
Links
Snijders & Bosker
(2012) book site with data sets and software examples (including Stata,
R, & MLwiN)
Digital access for books available through the
PSU library (must be logged in to PSU account): Finch
et al Multilevel Modeling in R, First Ed (CRC), Luke Multilevel
Modeling (Sage), Syntax
files from Heck et al Multilevel and Longitudinal Modeling with IBM SPSS,
Third Ed (Routledge—see “Support Material”)
Paul
Bliese's Introduction to Multilevel Regression with R
Paul
Bliese’s Multilevel R package
nmle and lme4 R
package documentation
Miriam
Brinberg’s R Bootcamp Multilevel examples
Mathew Crump’s tutorial
examples on nlme in R
Hox (first edition)
computer examples at UCLA statistical computing site (includes HLM, MLWin, SAS, Stata & R examples)
UCLA site examples for
other multilevel texts (see Multilevel Modeling)
UCLA SPSS casestovars and varstocases examples
Singer
& Willet's Applied Longitudinal Data Analysis Book
Growth curve examples from
the Singer & Willet text (includes SPSS as well as SAS, HLM, MLWin, State, SPlus, Mplus)
HLM
Software Examples
Join the
multilevel modeling list
A multilevel regression model site at
University of Bristol. Information on software, papers, FAQs etc.
Data sets for Joop Hox's text,
second edition (A number of good multilevel resources)
SuperMix software, good for noncontinuous variables
(formerly MIXREG, MIXNO, MIXPREG)(by Don Hedeker and Robert Gibbons)
Singer's Using SAS Proc
Mixed article
Free Copy of Harvey Goldstein's
Multilevel Book
Optimal
Design Power Software (free)
Blimp
multiple imputation software (free) by Keller & Enders
Multilevel multiple
imputation examples from Craig Ender’s Applied Missing Data Analysis
second edition (see Chapter 8 for multilevel models)
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