Schedule


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 ]
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
Fri, Feb 24 Lab - Week 6
Mon, Feb 27 Gaussian Process models
[ Annotated | Rmd ]
Rasmussen 2.1 - 2.5, 2.7
Cressie 4.1
Wed, Mar 1 Gaussian Process models (pt. 2)
[ Annotated | Rmd ]
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 ]
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 ]
Wed, Mar 22 Introduction to Spatial Data and Cartography (pt. 2)
[ Annotated | Rmd ]
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 ]
Fri, Mar 31 Lab - Week 11
Mon, Apr 3 Extra special office hours
Wed, Apr 5 Models for point reference data
[ Annotated | Rmd ]
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 ]
Fri, Apr 14 Lab - Week 13
Mon, Apr 17 Spatio-temporal models
[ Annotated | Rmd ]
Wed, Apr 19 Class canceled
Fri, Apr 21 Lab - Week 14
Tue, May 2 Final Project Presentations 2 pm - 5 pm