SDS 461 Schedule - Fall 2024

Instructor: Likai Chen (likai.chen[at]wustl.edu)

This a temporary schedule and will be updated as the semester goes.

Week Topic Chapters Homeworks Handouts
Week 1: 08/26, 08/28, 08/30 Stationary, ACF, CCF Chapter 1.2-1.5 HW1: 1.3, 1.6, 1.7, 1.8, 1.10, 1.13, 1.15, 1.18, 1.19, 1.21, 1.30
Due date: 09/11 by midnight
HW1.Solution
Chapt1.R
Lecture1
Lecture2
Week 2: Labor Day (no class), 09/04, 09/06 Linear regression, detrend Chapter 2.1, 2.2
Week 3: 09/09, 09/11, 09/13 detrend, smoothing, AR/MA Chapter 2.3, 3.1 HW2: 2.1, 2.3, 2.6, 2.8, 2.9, 2.10, 3.2, 3.4, 3.5, 3.7
Due date: 09/25 by midnight
HW2.Solution
Lecture3
Chapt2.R
Week 4: 09/16, 09/18, 09/20 ARMA, Causal, invertible, PACF Chapter 3.2-3.3 Lecture 4
Week 5: 09/23, 09/25, 09/27 Forcasting Chapter 3.4 phi_nn.pdf Lecture 5
Week 6: 09/30, 10/02, 10/04 Forcasting, Estimation Chapter 3.4-3.5 3.13.pdf
property3.9.pdf
3.16.pdf
Week 7: Fall break, 10/09, 10/11 Chapter 3.5 Lecture 6
practice midterm
Week 8: midterm, 10/16, 10/18 Chapter 3.6-3.7 Lecture 7 Lecture 8
Week 9: 10/21, 10/23, 10/25 Chapter 3.8-3.9 HW4: 3.11, 3.13, 3.14, 3.15, 3.17
Due date: 11/01 by midnight
Lecture 9
Week 10: 10/28, 10/30, 11/01 Chapter 4.1-4.2 Lecture10
Lecture11
ARIMA.R
Week 11: 11/04, 11/06, 11/08 Chapter 4.2-4.3 Lecture 12
Lecture 13
Spectrum
SpectralDensity
SpectralDensityCalculation
Discrete Fourier Transform
Linear filter
Week 12: 11/11, 11/13, 11/15 Chapter 4.6-4.8 EstimationofSpectrum
Week 13: 11/18, 11/20, 11/22 State space model Chapter 6 HW5: 3.27, 3.28, 3.29, 3.38, 3.20, 3.21, 3.32, 3.39 HW5_Solution
Week 14: 11/25, Thanksgiving Break Chapter 6
Week 15: 12/02, 12/04, 12/06 Chapter 6 Practice question: 4.1, 4.4-4.8, 4.11 Solution for practice questions
Previous final: Previous final
Solution_final
Week 16: 12/09, 12/11, 12/13 Chapter 6
Final Final Dec 13 2024 4:00PM - 6:00PM