/spatial_DFA

Spatial dynamic factor analysis, for estimating spatiotemporal density dependence in community dynamics

Primary LanguageC++

Description

SpatialDFA is an R package for implementing spatial dynamic factor analysis, a model for estimating spatiotemporal density dependence in community dynamics.

Usage

Please contact James Thorson if you're planning to use this package

Installation Instructions

This function depends on R version >=3.1.1 and a variety of other tools.

First, install the "devtools" package from CRAN

# Install and load devtools package
install.packages("devtools")
library("devtools")

Second, please install the following:

Note: at the moment, TMB and INLA can be installed using these commands:

# devtools command to get TMB from GitHub
install_github("kaskr/adcomp/TMB") 
# source script to get INLA from the web
source("http://www.math.ntnu.no/inla/givemeINLA.R")

Next, please install the SpatialDFA from this GitHub repository using a function in the "devtools" package:

# Install package
install_github("james-thorson/spatial_DFA") 
# Load package
library(spatial_DFA)

Works to read and cite if using the software

  • Thorson, J.T., Ianelli, J.N., Larsen, E., Ries, L., Scheuerell, M.D., Szuwalski, C. & Zipkin, E.F. (2016) Joint dynamic species distribution models: a tool for community ordination and spatiotemporal monitoring. Global Ecology and Biogeography, 25, 1144-1158. Abastract available here.

Further information

  • Thorson, J.T., Fonner, R., Haltuch, M., Ono, K. & Winker, H. (2016) Accounting for spatiotemporal variation and fisher targeting when estimating abundance from multispecies fishery data. Canadian Journal of Fisheries and Aquatic Sciences, 73, 1-14.
  • Thorson, J.T., Scheuerell, M.D., Shelton, A.O., See, K.E., Skaug, H.J. & Kristensen, K. (2015) Spatial factor analysis: a new tool for estimating joint species distributions and correlations in species range. Methods in Ecology and Evolution, 6, 627–637.
  • Thorson, J.T., Skaug, H.J., Kristensen, K., Shelton, A.O., Ward, E.J., Harms, J.H. & Benante, J.A. (2014) The importance of spatial models for estimating the strength of density dependence. Ecology, 96, 1202–1212.