Cross-validation strategies for data with temporal, spatial, hierarchical, or phylogenetic structure
David R Roberts, Volker Bahn, Simone Ciuti, Mark S Boyce, Jane Elith, Gurutzeta Guillera-Arroita, Severin Hauenstein, Jose J Lahoz-Monfort, Boris Schroeder, Wilfried Thuiller, David I Warton, Brendan A Wintle, Florian Hartig, Carsten F Dormann
Ecography | WILEY | Published : 2017
Awarded by German Science Foundation
Awarded by DFG
Awarded by Australian Research Council
DRR is supported by the Alexander von Humboldt Foundation through the German Federal Ministry of Education and Research. BS is supported by the German Science Foundation (grant no. SCHR1000/6-2). CFD acknowledges additional funding by the DFG (DO786/10-1). DIW and JE are supported by Australian Research Council Future Fellowships (grant no. FT120100501 and FT0991640). GGA is the recipient of a Discovery Early Career Research Award from the Australian Research Council (project DE160100904). The work of JJLM was supported by the Australian Research Council Discovery Project DP160101003. Collection of data used to build elk resource selection models (Box 2) was funded by the Alberta Conservation Association (ACA - Grant Eligible Conservation Fund; grants to SC and MSB), the Natural Sciences and Engineering Research Council of Canada (NSERC CRD; grants to MSB and postdoctoral fellowship to SC), and Shell Canada limited. The funders had no role in study design, data collection and analysis, decision to publish, or preparation of the manuscript. Author contributions - All authors conceived the idea for this study. DRR, FH, CFD, SC and VB designed the study, and DRR, SC and VB carried out the simulations and analyses. The initial draft was written by DRR. All authors contributed comments and improvements to the manuscript.