Psychology 6140 - Class schedule

 

 

Topic & lecture notes

Tutorial

Assignment

/ Readings

Examples / other

outputs: [saslst]

Overview:

Multivariate analysis

 

Assign1

 

Graphical methods

 

Intro to R

Assign2

 

Vectors & matrices

SAS/IML

Matrices in R

Assign3

imlmat1.sas [saslst]

 

Data screening

Data explore: SAS

Data explore: R

 

outldemo.sas [saslst]

Missing data

SAS/Insight

Assign4

automiss.sas  [saslst]

 

Linear equations

LinearEquations-IML

LinearEquations-R

 

imlinv2.sas [saslst]

imleqn.sas  [saslst]

Eigen values/vectors

Eigenvalues-IML

Eigenvalues-R

Assign5

imleig.sas   [saslst]

 

Intro to regression

IntroReg

IntroReg-R

 

regdemo.sas  [saslst]

 

Model comparison

Model selection

Regression

 

T&F, Ch 5

fuelr1.sas  [saslst]

stepsim2.sas  [saslst]

Regression diagnostics

RegDiag

T&F, Ch 5

duncan-reg.R

 

Collinearity

Collin

T&F, Ch 5

FriendlyKwan(2009)

fitcolin.sas      [saslst]

 

Logistic regression

Logistic

T&F Ch 10

 

 

Multivariate regression

MMRA

J&W, Ch 7

Friendly (2006)

mregppvt.sas  [saslst]

mreg3.sas

Hotelling’s T2

MeanDiff

J&W, Ch 5

hotel.sas [saslst]

oral.sas [saslst]

MANOVA

OneWayMANOVA

J&W, Ch 6

T&F, Ch 7

m1way.sas  [saslst]

m1wayplt.sas

Repeated measures

RepeatedMeasures

T&F, Ch 8

Friendly(2010)

vocab.sas [saslst]

probe1.sas [saslst]

 

Principal components

PCA

T&F, Ch 13

J&W, Ch 8

pca2.sas  [saslst]

Exploratory factor analysis

EFA

Amos-Exploratory

T&F, Ch 13

J&W, Ch 9

spear5.sas [saslst]

psych9.sas  [saslst]

Confirmatory factor analysis

CFA

Amos-Multi-sample

T&F, Ch 14

J&W, Ch 9

 

Robust methods & bootstrapping

Robust

FoxWeisberg(2010a)

FoxWeisberg(2010b)

robdunc.sas    [saslst]

bootdunc.sas  [saslst]

Mixed models

MixedModels

Singer (1998)

 

 

T&F: Tabachnick & Fidell, Using multivariate statistics, 6th ed.

J&W: Johnson & Wichern, Applied multivariate statistical methods, 6th ed.