# -------------------------------------------- # CITATION file created with {cffr} R package # See also: https://docs.ropensci.org/cffr/ # -------------------------------------------- cff-version: 1.2.0 message: 'To cite package "waywiser" in publications use:' type: software license: MIT title: 'waywiser: Ergonomic Methods for Assessing Spatial Models' version: 0.6.0.9000 doi: 10.48550/arXiv.2303.11312 identifiers: - type: doi value: 10.32614/CRAN.package.waywiser abstract: Assessing predictive models of spatial data can be challenging, both because these models are typically built for extrapolating outside the original region represented by training data and due to potential spatially structured errors, with "hot spots" of higher than expected error clustered geographically due to spatial structure in the underlying data. Methods are provided for assessing models fit to spatial data, including approaches for measuring the spatial structure of model errors, assessing model predictions at multiple spatial scales, and evaluating where predictions can be made safely. Methods are particularly useful for models fit using the 'tidymodels' framework. Methods include Moran's I ('Moran' (1950) ), Geary's C ('Geary' (1954) ), Getis-Ord's G ('Ord' and 'Getis' (1995) ), agreement coefficients from 'Ji' and Gallo (2006) (), agreement metrics from 'Willmott' (1981) () and 'Willmott' 'et' 'al'. (2012) (), an implementation of the area of applicability methodology from 'Meyer' and 'Pebesma' (2021) (), and an implementation of multi-scale assessment as described in 'Riemann' 'et' 'al'. (2010) (). authors: - family-names: Mahoney given-names: Michael email: mike.mahoney.218@gmail.com orcid: https://orcid.org/0000-0003-2402-304X preferred-citation: type: generic title: 'waywiser: Ergonomic Methods for Assessing Spatial Models' authors: - family-names: Mahoney given-names: Michael J year: '2023' doi: 10.48550/arXiv.2303.11312 url: https://arxiv.org/abs/2303.11312 repository: https://cafri-labs.r-universe.dev repository-code: https://github.com/ropensci/waywiser commit: 564175ea050aece4e5cc161d63654b8b1d5fb8a8 url: https://docs.ropensci.org/waywiser/ contact: - family-names: Mahoney given-names: Michael email: mike.mahoney.218@gmail.com orcid: https://orcid.org/0000-0003-2402-304X