Lecture Notes
Required Texts
Wikle C., Zammit-Mangion A., Cressie N. 2019. Spatio-temporal statistics with R. Chapman & Hall/CRC. [book website] [pdf]
Recommended Texts
Cressie, N., Wikle, C. 2011. Statistics for Spatio-temporal Data. [link]
First book fully dedicated to spatio-temporal statistics. This book is a classic in the field, but a bit more technical than Wikle et al. (2019) and doesn't contain worked examples.
Cressie, N. 1993. Statistics for Spatial Data (Revised edition). [link]
This is a big book and a classic in the field of spatial statistics. As correctly noted by the author: "This [1990] may be the last time spatial Statistics will be squeezed between two covers."
Hooten, M. Johnson, D., McClintock, B., Morales B. Animal Movement: Statistical Models for Telemetry Data. [link]
This is a fantastic book about modeling position data and trajectories of animals.
Banerjee, S., Carlin, B., Gelfand, A. 2014. Hierarchical Modeling and Analysis for Spatial Data. [link]
Good reference for Bayesian Hierarchical modeling of spatial data. Contains worked examples using WinBUGS.
Recommended Software
R Core Team (2024) R: A Language and Environment for Statistical Computing. R Foundation for Statistical Computing [link]
RStudio (2024) RStudio: Integrated Development for R. RStudio, Inc. [link]