DSA 8070 Multivariate Analysis
Contact Information
Instructor
:
Whitney Huang
Email
:
wkhuang@clemson.edu
Office Hours
: TBD via Zoom
Syllabus
:
Link
Announcements
Welcome to DSA8070!
Schedule
Week
Date
Topic
Lecture Notes
R Session
R Lab
Project
1
Aug. 19 - Aug. 23
Course Information and Introduction
Format presented in class
;
Format suitable for printing
2
Aug. 26 - Aug. 30
Characterizing and Displaying Multivariate Data
Format presented in class
;
Format suitable for printing
R session 1
R Lab 1 Due: Aug. 29
3
Sep. 2 - Sep. 6
A Short Review of Matrix Algebra
Format presented in class
;
Format suitable for printing
R session 2
4
Sep. 9 - Sep. 13
Multivariate Normal Distribution and Copula
Format presented in class
;
Format suitable for printing
R session 3
R Lab 2 Due: Sep. 12
5
Sep. 16 - Sep. 20
Inferences about a Mean Vector
Format presented in class
;
Format suitable for printing
R session 4
6
Sep. 23 - Sep. 27
Comparisons of Several Mean Vectors
Format presented in class
;
Format suitable for printing
R session 5
R Lab 3 Due: Sep. 26
7
Sep. 30 - Oct. 4
Multivariate Linear Regression
Format presented in class
;
Format suitable for printing
R session 6
8
Oct. 7 - Oct. 11
Repeated Measures Analysis
Format presented in class
;
Format suitable for printing
R session 7
R Lab 4 Due: Oct. 10
9
Oct. 14 - Oct. 18
Principal Components Analysis
Format presented in class
;
Format suitable for printing
R session 8
10
Oct. 21 - Oct. 25
Factor Analysis
Format presented in class
;
Format suitable for printing
R session 9
11
Oct. 28 - Nov. 1
Canonical Correlation Analysis
Format presented in class
;
Format suitable for printing
R session 10
Project I Due: Oct. 27 11:59pm EDT
12
Nov. 4 - Nov. 8
Classification
Format presented in class
;
Format suitable for printing
R session 11
R Lab 5 Due: Nov. 7
13
Nov. 11 - Nov. 15
Cluster Analysis
Format presented in class
;
Format suitable for printing
R session 12
14
Nov. 20 - Nov. 24
Multidimensional Scaling
Format presented in class
;
Format suitable for printing
R session 13
R Lab 6 Due: Nov. 21
15
Nov. 25 - Nov. 29
No Class--Thanksgiving
16
Dec. 2 - Dec. 6
Review
Format presented in class
;
Format suitable for printing
17
Dec. 9 - Dec. 13
Project II Due: Dec. 12 11:59pm EST