SCMA 643 Lecture Materials
This page last updated on April 22, 2015 by Robert L. Andrews, Instructor
643 Homepage 643 Homework with Solutions SCMA643 data files

Office Mix Files: (login with either a Microsoft account, Facebook or Google to listen.)
Frontline function MEIGENVEC Mix from 2-2-2015
JMP PCA & FA for 2011 home price data Mix from 2-2-2015
JMP Principal Component Mix from 2-4-2015
First SPSS analysis of HATCO data created on 2-11-2015
SPSS Factor Analysis of HATCO data on 2-18-2015
Intro to clustering for the variables in HATCO data on 2-18-2015
K-means clustering with SPSS for World 95 data on 3-4-2015
Clustering with JMP on 3-18-2015
MANOVA with JMP on 3-23-2015
MANOVA with SPSS on 3-23-2015
Intro to Discriminant Analysis with JMP, 3-25-2015
Intro to Discriminant Analysis with SPSS, 3-30-2015
Office Mix on Discriminant Analysis for World95 data & predicting for new data created, 4-8-2015
Office Mix on Binary Logistic for 2 Iris Groups using JMP created, 4-13-2015
Office Mix on Titanic data from JMP sample data, part 1, 4-22-2015
Office Mix on Titanic data from JMP sample data, part 2, 4-22-2015


Overview of chapter 1 & prequisite material (Excel document)

Media Player Files for Statistical Analysis with Excel (Web page)

Matrices, Data & Foundational Information (Excel document)
Matrix operations, basic descriptive statistics for multivariate data, eigenvalues & eigenvectors for covariance matrices, Euclidean distance between two points

Matrices: Addition, Subtracting and Transpose (Media Player File)

Matrices: Multiplication, Determinants and Inverse (Media Player File)

Example illustrating centering and standardizing data (Excel document)

Example illustrating rotation of data (eigen vectors) (Excel document)

Missing Data information using HBAT missing data file (Excel document)

Principal Components and Factor Analysis (Excel document)

Examples illustrating principle component method for factor analysis of 2 variables using covariance matrix and using correlation matrix.

Factor Analysis of X1-X7 of HATCO data with JMP, SAS & SPSS previous file
Factor Analysis of X1-X7 of HATCO data with JMP & SPSS 2-21-15 file

Multicollinearity in OLS Regression guidelines (Word document)
Multicollinearity in OLS Regression example (Excel document)
SPSS file with data for Multicollinearity in OLS Regression example above & the two Examples A & B in Hair text (SPSS file)

Factor loadings for HBAT200 from 2-28-2011 (Excel 2003 document)
Factoring with different methods HBAT200 (Excel 2003 document)

MANOVA 2 variable example (Excel document)

MANOVA: Normality Assumption, Equal Variance Structure & Post Hoc tests (Excel document)

Demo for Discriminant Analysis (Excel document)

Discriminant Analysis: SPSS Basics & Illustrations for MANOVA data set (Excel document)

Discriminant Analysis: Prior Probability Specification in SPSS (Word document)

Logistic Regression Overview Web page for G. David Garson of North Carolina State University

Example illustrating Logistic Regression (Excel document)

Logistic Regression Results for Failed Companies Data (Excel document)

Cluster Analysis overview for SPSS (Word document)

Excel Illustration file for Cluster Analysis (Excel document)

Excel Illustration file for Cluster Analysis 2-21-2015 (Excel document)

Cluster Analysis for 8 country example (SPSS data set)
Cluster Analysis for 8 country example (Excel document)

AutoOnline Excel file with Auto Online data
AutoOnline SPSS file with Auto Online data