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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
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) <https://doi.org/10.2307/2332142>),
  Geary's C ('Geary' (1954) <https://doi.org/10.2307/2986645>), Getis-Ord's G ('Ord'
  and 'Getis' (1995) <https://doi.org/10.1111/j.1538-4632.1995.tb00912.x>), agreement
  coefficients from 'Ji' and Gallo (2006) (<https://doi.org/ 10.14358/PERS.72.7.823>),
  agreement metrics from 'Willmott' (1981) (<https://doi.org/ 10.1080/02723646.1981.10642213>)
  and 'Willmott' 'et' 'al'. (2012) (<https://doi.org/ 10.1002/joc.2419>), an implementation
  of the area of applicability methodology from 'Meyer' and 'Pebesma' (2021) (<https://doi.org/10.1111/2041-210X.13650>),
  and an implementation of multi-scale assessment as described in 'Riemann' 'et' 'al'.
  (2010) (<https://doi.org/10.1016/j.rse.2010.05.010>).
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://CRAN.R-project.org/package=waywiser
repository-code: https://github.com/ropensci/waywiser
url: https://docs.ropensci.org/waywiser/
date-released: '2024-06-27'
contact:
- family-names: Mahoney
  given-names: Michael
  email: mike.mahoney.218@gmail.com
  orcid: https://orcid.org/0000-0003-2402-304X