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Geog 210C: Analytical Methods in Geography III

 

Spring 2011
Chris Funk

Lectures: Tuesday & Thursday 12:30 pm - 1:45 pm; Ellison 3620
Lab: Tuesday 2:00 pm - 2:50 pm; Ellison 3620
Office Hours: Thursday  10:00-11:00; Ellison 4716

Contact Info:
chris@geog.ucsb.edu
(805) 456 2842
Ellison 4716

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Audience: Graduate students in Geography, Ecology, Environmental Science, Earth Science, Marine Science, Sociology and Statistics, interested in: Spatial Statistics & Spatial Data Analysis
Prerequisites: Geog 210B, or equivalent applied statistics course & consent of instructor
Textbooks:
Logistics:
  • 4-unit class
  • Weekly R-based lab assignments (70% of final grade)
  • Class final (20% of final grade)
  • Class participation (10% of final grade)
   

 



Quick Links



Lecture Notes



WEEK DATE TITLE
1 Mar 29
Mar 31
Overview of Statistical Analysis of Spatial Data(.pdf)
Univariate Sample Statistics(.pdf)
2 Apr 05
Apr 07

Univariate Random Variables(.pdf)
Intensity Analysis of Spatial Point Patterns(.pdf)

3 Apr 12
Apr 14

Interaction Analysis of Spatial Point Patterns (.pdf)
Point Patterns & Complete Spatial Randomness (.pdf)

4 Apr 19
Apr 21

Descriptive Statistics (Bivariate & Multivariate) (.pdf)
Empirical Semivariograms (.pdf)

5 Apr 26
Apr 28

Modeling Health Outcomes (.pdf) - Katherine Grace
Spatial Panel Models (.pdf) - Frank Davenport

6 May 03
May 05

Elements of Spatial Stochastic Processes (.pdf)
Modeling Semivariograms (.pdf)

7 May 10
May 12

Spatial Interpolation Example (.pdf)
Simple Kriging (.pdf)

8 May 17
May 19

Not So Simple Kriging (.pdf)
Explaining Covariance (.pdf)

9 May 24
May 26

Principal Component/SVD - I (.pdf)
Principal Component/SVD - II (.pdf)

10 June 01
June 03

SimulatingCovaryingSpatialAndTemporalData (.pdf)

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R-Based Lab Assignments




R guides
Frank Davenport's Guide to R (here)
R-Shortref-Card (here)
An introduction to R (here)
Everitt and Hothorn Intro to R (here)
 


WEEK LAB  DUE DESCRIPTION
1 Mar 30 Apr 7

Descriptive Univariate Statistics (.zip) 

2 Apr 5
Apr 14

Statistical Sampling (.pdf)

3 Apr 12 Apr 21 Intensity Analysis of Spatial Point Patterns (.zip)
4
Apr 19

Apr 28
Interaction Analysis of Spatial Point Patterns (.zip)
Spatial Point Patterns & CSR (guide)
5
Apr 26

May 05

Variograms and Simple Kriging (.zip)

6
May 03

May 12

Geostatistics in ArcMap (.pdf)
Related zip archive with data (.zip)

7 May 10
May 19

Modeling non-stationary mean fields + kriging (.zip)

8 May 17
May 26

Principal Component Analysis
Related zip archive with data

9 May 24
Jun 02

Simulating correlated space-time data

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Data Files


FILE DESCRIPTION
ithaca.dat
Weather data for Ithaca NY
canandaigua.dat
Weather data for Canandaigua NY

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Readings


FILE DESCRIPTION
Fortin et al.
Spatial analysis in ecology (in Encyclopedia of Environmetrics)
Lancaster & Downes
Spatial point pattern analysis of available and exploited resources
Perry et al.
Illustrations and guidelines for selecting statistical methods for quantifying spatial pattern in ecological data 
Rossi et al.
Geostatistical tools for  modeling and interpreting ecological
spatial dependence
Gringarten & Deutsch
Variogram interpretation and modeling (Teacher's Aide)


Other good R books

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