NTRES 670 – Spatial Statistics
Spring 3 credits
| Lecture: | MWF 10:10 - 11:00 Fernow 210 |
| Instructor: | Patrick J. Sullivan |
| 214 Fernow | |
| 255-8213 | |
| pjs31@cornell.edu |
|
| Office Hours: | After class or by appointment. |
| Textbooks: | Kaluzny, Vega, Cardoso, Shelly, 1998, S+ Spatial Stats |
| Optional Reference: | Cressie, 1993, Statistics for Spatial
Data, Revised Edition Diggle, 2003, Statistical Analysis of Spatial Point Patterns Kitanidis, 1997, Introduction to Geostatistics |
| Lecture |
Date |
Day |
Topic |
|
What’s due? |
| 1 |
Jan 21
|
M |
Introduction/Overview |
Kaluzny 1, 2 |
|
| 2 |
Jan 23 |
W |
Review Statistical Concepts |
|
|
| 3 |
Jan 25 |
F |
Introduction to Splus and Spatial Stats |
|
|
| 4 |
Jan
28
|
M |
Visualizing Spatial Data 1 |
Kaluzny
3 Kitanidis 1 |
|
| 5 |
Jan
30
|
W |
Visualizing Spatial Data 2 |
Kitanidis
2 |
|
| 6 |
Feb
01
|
F |
Spatial Regression (GLM) | |
HW1 / Project Ideas |
| 7 |
Feb 04
|
M |
Spatial Regression (GAM) | |
|
| 8 |
Feb 06 |
W |
Introduction to Geostatistics |
Kaluzny
4 Kitanidis
3 |
|
| 9 |
Feb 08
|
F |
Trend
vs. Covariation |
|
HW2 |
| 10 |
Feb 11
|
M |
Variogram Model, Simple Simulation |
Kitanidis
4 |
|
| |
Feb 13
|
W |
Variogram Estimation |
Kitanidis
5 |
|
| 11 |
Feb 15
|
F |
Valid Models |
Kaluzny 4.3 |
HW3 / Proposal 1 |
| 12 |
Feb 18
|
M |
Model Fitting |
|
|
| 13 |
Feb 20
|
W |
Simple and Ordinary Kriging |
|
|
| 14 |
Feb 22
|
F |
Universal Kriging |
Kitanidis
6,7 |
HW4 |
| 15 |
Feb 25
|
M |
|
Kitanidis
8 |
|
| 16 |
Feb
27
|
W |
Geostatistical Simulation |
|
|
| 17 |
Feb
29
|
F |
Design, Spatial Prediction |
|
HW5/Proposal 2 |
| 18 |
Mar 03 |
M |
Groundwater Example |
|
|
| 19 |
Mar 05
|
W |
Introduction to Lattice Analysis |
Kaluzny 5 |
|
| |
Mar 07
|
F |
Sudden Infant Death Syndrome Data |
|
HW6 |
| 20 |
Mar 10
|
M |
Conditional and Simultaneous Models |
|
|
| 21 |
Mar 12
|
W |
Markov Random Fields |
|
|
| 22 |
Mar 14
|
F |
SIDS Analysis |
|
HW7/Literature Review |
Spring Break March 17-21
|
|||||
| 23 |
Mar 24
|
M |
CAR SIDS Analysis | |
|
| 24 |
Mar 26
|
W |
CAR Simulation | |
|
| 25 |
Mar
28
|
F |
Wavelet I: Introduction | HW8 |
|
| 26 |
Mar
31
|
M |
Wavelet
II: Basis Functions |
Diggle 1,2 | |
| 27 |
Apr
02
|
W |
|
Diggle 3 |
|
| 28 |
Apr 04
|
F |
|
|
HW9/Methods |
| 29 |
Apr 07
|
M |
|
Kaluzny 6 |
|
| 30 |
Apr 09
|
W |
|
Diggle 4 | |
| 31 |
Apr 11
|
F |
Model Fitting |
HW10 |
|
| 32 |
Apr 14
|
M |
Marked Spatial Point Processes | |
|
| 33 |
Apr 16
|
W |
Spatial Risk
|
|
|
| 34 |
Apr 18
|
F |
|
|
Papers Due |
| 35 |
Apr 21
|
M |
Project Presentations |
|
|
| 36 |
Apr 23
|
W |
Project Presentations |
|
|
| 37 |
Apr 25 |
F |
Project Presentations |
|
|
| 38 |
Apr
28
|
M |
Project Presentations |
|
|
| 39 |
Apr
30
|
W |
Project Presentations |
|
|
| 40 |
May
01
|
F |
Project Presentations |
|
|
Homeworks: Handed out on Friday due back the
following Friday.
Grade: Homeworks 1/3, Paper Prelims 1/6, Paper 1/3, Final
Presentation 1/6