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
0 Course Information Format presented in class; Format suitable for printing
1 Aug. 20 - Aug. 22 Introduction and Multivariate Data Exploration Format presented in class; Format suitable for printing R session 1
2 Aug. 25 - Aug. 29 A Short Review of Matrix Algebra Format presented in class; Format suitable for printing R session 2 R Lab 1 Due: Aug. 28
3 Sep. 2 - Sep. 5 Multivariate Normal Distributions and Copula Models Format presented in class; Format suitable for printing R session 3 R Lab 2 Due: Sep. 4
4 Sep. 8 - Sep. 12 Inference and Comparison of Mean Vectors Format presented in class; Format suitable for printing R session 4 R Lab 3 Due: Sep. 11
5 Sep. 15 - Sep. 19 Multivariate Regression I Format presented in class; Format suitable for printing R session 5 R Lab 4 Due: Sep. 18
6 Sep. 22 - Sep. 26 Multivariate Regression II Format presented in class; Format suitable for printing R session 6 Project I Due: Sep. 25 11:59pm EDT
7 Sep. 29 - Oct. 3 Inference for Covariance Matrix Format presented in class; Format suitable for printing R session 7 R Lab 5 Due: Oct. 2
8 Oct. 6 - Oct. 10 Principal Components Analysis Format presented in class; Format suitable for printing R session 8 R Lab 6 Due: Oct. 9
9 Oct. 13 - Oct. 17 Factor Analysis Format presented in class; Format suitable for printing R session 9 R Lab 7 Due: Oct. 16
10 Oct. 20 - Oct. 24 Canonical Correlation Analysis Format presented in class; Format suitable for printing R session 10 R Lab 8 Due: Oct. 23
11 Oct. 27 - Oct. 31 Discrimination and Classification Format presented in class; Format suitable for printing R session 11 R Lab 9 Due: Oct. 30
12 Nov. 3 - Nov. 7 Cluster Analysis Format presented in class; Format suitable for printing R session 12 Project II Due: Nov. 6 11:59pm EDT
13 Nov. 10 - Nov. 14 Multidimensional Scaling and Distance Embedding Format presented in class; Format suitable for printing R session 13 R Lab 10 Due: Nov. 13
14 Nov. 19 - Nov. 23 Manifold Learning and Nonlinear Embedding Methods Format presented in class; Format suitable for printing R session 14 R Lab 11 Due: Nov. 22
15 Nov. 24 - Nov. 28 No Class--Thanksgiving
16 Dec. 1 - Dec. 5 Review Format presented in class; Format suitable for printing R session 15 R Lab 12 Due: Dec. 4
17 Dec. 8 - Dec. 12 Project II Due: Dec. 11 11:59pm EST