DSA 8070 Multivariate Analysis

Contact Information

Instructor: Whitney Huang
Email: wkhuang@clemson.edu
Office Hours: 8:00–9:00 PM ET on Wednesdays 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. 19 - Aug. 21 Introduction and Multivariate Data Exploration Format presented in class; Format suitable for printing R session 1
2 Aug. 24 - Aug. 28 A Short Review of Matrix Algebra Format presented in class; Format suitable for printing R session 2 R Lab 1 Due: Aug. 27
3 Sep. 1 - Sep. 4 Multivariate Normal Distributions and Copula Models Format presented in class; Format suitable for printing R session 3 R Lab 2 Due: Sep. 3
4 Sep. 7 - Sep. 11 Inference and Comparison of Mean Vectors Format presented in class; Format suitable for printing R session 4 R Lab 3 Due: Sep. 10
5 Sep. 14 - Sep. 18 Multivariate Regression I Format presented in class; Format suitable for printing R session 5 R Lab 4 Due: Sep. 17
6 Sep. 21 - Sep. 25 Multivariate Regression II Format presented in class; Format suitable for printing R session 6 Project I Due: Sep. 24 11:59pm EDT
7 Sep. 28 - Oct. 2 Inference for Covariance Matrix Format presented in class; Format suitable for printing R session 7 R Lab 5 Due: Oct. 1
8 Oct. 5 - Oct. 9 Principal Components Analysis Format presented in class; Format suitable for printing R session 8 R Lab 6 Due: Oct. 8
9 Oct. 12 - Oct. 16 Factor Analysis Format presented in class; Format suitable for printing R session 9 R Lab 7 Due: Oct. 15
10 Oct. 19 - Oct. 23 Canonical Correlation Analysis Format presented in class; Format suitable for printing R session 10 R Lab 8 Due: Oct. 22
11 Oct. 26 - Oct. 30 Discrimination and Classification Format presented in class; Format suitable for printing R session 11 R Lab 9 Due: Oct. 29
12 Nov. 2 - Nov. 6 Cluster Analysis Format presented in class; Format suitable for printing R session 12 Project II Due: Nov. 5 11:59pm EDT
13 Nov. 9 - Nov. 13 Multidimensional Scaling and Distance Embedding Format presented in class; Format suitable for printing R session 13 R Lab 10 Due: Nov. 12
14 Nov. 16 - Nov. 20 Manifold Learning and Nonlinear Embedding Methods Format presented in class; Format suitable for printing R session 14 R Lab 11 Due: Nov. 21
15 Nov. 23 - Nov. 27 No Class--Thanksgiving
16 Nov. 30 - Dec. 4 Review Format presented in class; Format suitable for printing Project III Due: Dec. 3 11:59pm EST