MATH 4070 Regression and Time-Series Analysis
Contact Information
Instructor
:
Whitney Huang
Email
:
wkhuang@clemson.edu
Office Hours
: Tue., Wed., and Thurs., 1:45 pm - 2:30 pm, and by appointment
Syllabus
:
Link
Announcements
Welcome to MATH 4070!
Schedule
Week
Date
Topic
Lecture Notes
R Session
Homework
Exams and Project
1
Aug. 22
Course Information and Review
Format presented in class
;
Format suitable for printing
2
Aug. 27 and Aug. 29
Simple Linear Regression
Format presented in class
;
Format suitable for printing
R session 1
3
Sep. 3 and Sep. 5
Multiple Regression I
Format presented in class
;
Format suitable for printing
R session 2
HW 1 Due: Sep. 5
4
Sep. 10 and Sep. 12
Multiple Regression II
Format presented in class
;
Format suitable for printing
R session 3
5
Sep. 17 and Sep. 19
Time Series Regression
Format presented in class
;
Format suitable for printing
R session 4
HW 2 Due: Sep. 19
6
Sep. 24 and Sep. 26
Autocorrelation and Time Series Models
Format presented in class
;
Format suitable for printing
R session 5
Exam I: Sep. 24
7
Oct. 1 and Oct. 3
Stationary Processes
Format presented in class
;
Format suitable for printing
R session 6
HW 3 Due: Oct. 3
8
Oct. 8 and Oct. 10
Autoregressive Moving-Average (ARMA) Models
Format presented in class
;
Format suitable for printing
R session 7
9
Oct. 15 and Oct. 17
ARMA Models: Properties, Identification, and Estimation
Format presented in class
;
Format suitable for printing
R session 8
HW 4 Due: Oct. 20
10
Oct. 22 and Oct. 24
ARMA Models: Estimation, Diagnostics, and Model Selection
Format presented in class
;
Format suitable for printing
R session 9
11
Oct. 29 and Oct. 31
ARMA Models: Prediction and Forecasting
Format presented in class
;
Format suitable for printing
R session 10
Exam II: Oct. 29
12
Nov. 7
ARMA Case Study and ARIMA Models
Format presented in class
;
Format suitable for printing
R session 11
HW 5 Due: Nov. 7
13
Nov. 12 and Nov. 14
Seasonal Models: SARIMA
Format presented in class
;
Format suitable for printing
R session 12
14
Nov. 19 and Nov. 21
Regression with ARMA Errors
Format presented in class
;
Format suitable for printing
R session 13
HW 6 Due: Nov. 21
15
Nov. 26
Exam III Review
Format presented in class
;
Format suitable for printing
Exam III: Nov. 26
16
Dec. 3 and Dec. 5
Final Project Presentation and Review
Format presented in class
;
Format suitable for printing
Final Project Presentation: Dec. 5
17
Dec. 9 - Dec. 13
Finals Week
Final Project Report Due: Dec. 9 11:59pm EST