Date | Topic | Notes | Reading | |
---|---|---|---|---|
Wed, Jan 11 | Introduction | |||
Fri, Jan 13 | No Lab | |||
Mon, Jan 16 | No class - MLK Day | |||
Wed, Jan 18 |
Linear Models [ Annotated | Rmd ] |
HW1 out - due 1/25 by 11:59 pm | ||
Fri, Jan 20 | Lab - Week 1 | |||
Mon, Jan 23 |
Diagnostics and Model Evaluation [ Annotated | Rmd ] |
Code - CRPS code | ||
Wed, Jan 25 |
Generalized Linear Models [ Annotated | Rmd ] |
HW2 out - due 2/3 by 11:59 | ||
Fri, Jan 27 | Lab - Week 2 | |||
Mon, Jan 30 | Logistic Regression Example [ Live Code ] | Screencast - example | ||
Wed, Feb 1 |
Random Effects Models [ Annotated | Rmd ] |
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Fri, Feb 3 | Lab - Week 3 | |||
Mon, Feb 6 |
Introduction to discrete time series [ Annotated | Rmd ] |
Shumway 1.2-1.6, 2.1-2.3 | ||
Wed, Feb 8 |
AR Models [ Annotated | Rmd ] |
Shumway 2, 3.1-3.4 | ||
Fri, Feb 10 | Lab - Week 4 | |||
Mon, Feb 13 |
MA and ARMA Models [ Annotated | Rmd ] |
Shumway 3.2, 3.4 | ||
Wed, Feb 15 |
ARIMA Models [ Annotated | Rmd ] |
Shumway 3.7, 3.8 | ||
Fri, Feb 17 | Lab - Week 5 | |||
Mon, Feb 20 |
Model fitting and forecasting [ Annotated | Rmd ] |
Shumway 3.5, 3.6 Congdon 5.1, 5.2 Hyndman 8.6, 8.8 |
||
Wed, Feb 22 |
Seasonal ARIMA [ Annotated | Rmd ] |
Shumway 3.9 Hyndman 8.9 |
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Fri, Feb 24 | Lab - Week 6 | |||
Mon, Feb 27 |
Gaussian Process models [ Annotated | Rmd ] |
Rasmussen 2.1 - 2.5, 2.7 Cressie 4.1 |
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Wed, Mar 1 |
Gaussian Process models (pt. 2) [ Annotated | Rmd ] |
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Fri, Mar 3 | Lab - Week 7 | |||
Mon, Mar 6 |
Combining Covariance Functions [ Annotated | Rmd ] |
Duvenaud 1.1-1.4, 1.11 Rasmussen 4 |
||
Wed, Mar 8 |
Complex Covariance Functions (pt. 2) [ Annotated | Rmd ] |
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Fri, Mar 10 | Lab - Week 8 | |||
Mon, Mar 13 | No Class - Spring Break | |||
Wed, Mar 15 | No Class - Spring Break | |||
Fri, Mar 17 | No Lab - Spring Break | |||
Mon, Mar 20 |
Introduction to Spatial Data and Cartography [ Annotated | Rmd ] |
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Wed, Mar 22 |
Introduction to Spatial Data and Cartography (pt. 2) [ Annotated | Rmd ] |
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Fri, Mar 24 | Lab - Week 10 | |||
Mon, Mar 27 |
Models for areal data [ Annotated | Rmd ] |
Cressie 4.2 | ||
Wed, Mar 29 |
Models for areal data (pt. 2) [ Annotated | Rmd ] |
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Fri, Mar 31 | Lab - Week 11 | |||
Mon, Apr 3 | Extra special office hours | |||
Wed, Apr 5 |
Models for point reference data [ Annotated | Rmd ] |
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Fri, Apr 7 | Lab - Week 12 | |||
Mon, Apr 10 |
(More) Models for point reference data [ Annotated | Rmd ] |
Diggle et. al. 2007 | ||
Wed, Apr 12 |
Computation and GP Models [ Annotated | Rmd ] |
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Fri, Apr 14 | Lab - Week 13 | |||
Mon, Apr 17 |
Spatio-temporal models [ Annotated | Rmd ] |
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Wed, Apr 19 | Class canceled | |||
Fri, Apr 21 | Lab - Week 14 | |||
Tue, May 2 | Final Project Presentations | 2 pm - 5 pm |