1st Edition
Spatio-Temporal Models for Ecologists
Part 1: Introductory
1. Statistical models for individual-based processes
2. Hierarchical models and Laplace approximation
Part 2: Basic
3. Population dynamics and state-space models
4. Individual movement
5. Spatial models
6. Spatial sampling designs and analysis
7. Covariates affecting densities and detectability
Part 3: Advanced
8. Spatio-temporal models with seasonal or multi-year dynamics
9. Ecological teleconnections
10. Population movement and habitat selection
11. Multispecies models for community diversity and biogeography
12. A decadal forecast for spatio-temporal models
A. Acknowledgements
B. Appendices
Biography
James Thorson is a statistical ecologist at the Alaska Fisheries Science Center within the National Marine Fisheries Service. His research interests include population dynamics, life-history theory, and methods for the sustainable management of natural resources. He has taught graduate-level courses in hierarchical modelling and spatio-temporal statistics at University of Washington.
Kasper Kristensen is a Senior Researcher at Danish Technical University. His research interests include spatio-temporal statistics and computational methods. He developed the R-package TMB, which is seeing increased use throughout ecology. For example, TMB is the computational backend for R-package glmmTMB, which has been cited over 3000 times from 2017-2022.
