# -------------------------------------------- # CITATION file created with {cffr} R package # See also: https://docs.ropensci.org/cffr/ # -------------------------------------------- cff-version: 1.2.0 message: 'To cite package "metrica" in publications use:' type: software license: MIT title: 'metrica: Prediction Performance Metrics' version: 2.1.0 doi: 10.21105/joss.04655 identifiers: - type: doi value: 10.32614/CRAN.package.metrica abstract: A compilation of more than 80 functions designed to quantitatively and visually evaluate prediction performance of regression (continuous variables) and classification (categorical variables) of point-forecast models (e.g. APSIM, DSSAT, DNDC, supervised Machine Learning). For regression, it includes functions to generate plots (scatter, tiles, density, & Bland-Altman plot), and to estimate error metrics (e.g. MBE, MAE, RMSE), error decomposition (e.g. lack of accuracy-precision), model efficiency (e.g. NSE, E1, KGE), indices of agreement (e.g. d, RAC), goodness of fit (e.g. r, R2), adjusted correlation coefficients (e.g. CCC, dcorr), symmetric regression coefficients (intercept, slope), and mean absolute scaled error (MASE) for time series predictions. For classification (binomial and multinomial), it offers functions to generate and plot confusion matrices, and to estimate performance metrics such as accuracy, precision, recall, specificity, F-score, Cohen's Kappa, G-mean, and many more. For more details visit the vignettes . authors: - family-names: Correndo given-names: Adrian A. email: acorrend@uoguelph.ca orcid: https://orcid.org/0000-0002-4172-289X - family-names: Moro Rosso given-names: Luiz H. email: lhmrosso@ksu.edu orcid: https://orcid.org/0000-0002-8642-911X - family-names: Schwalbert given-names: Rai email: rai.schwalbert@hotmail.com orcid: https://orcid.org/0000-0001-8488-7507 - family-names: Hernandez given-names: Carlos email: carlosh92@ksu.edu orcid: https://orcid.org/0000-0001-5171-2516 - family-names: Bastos given-names: Leonardo M. email: leonardombastos@gmail.com orcid: https://orcid.org/0000-0001-8958-6527 - family-names: Nieto given-names: Luciana email: lnieto@ksu.edu orcid: https://orcid.org/0000-0002-7172-0799 - family-names: Holzworth given-names: Dean email: dean.holzworth@csiro.au - family-names: Ciampitti given-names: Ignacio A. email: ciampitti@ksu.edu orcid: https://orcid.org/0000-0001-9619-5129 preferred-citation: type: article title: 'metrica: an R package to evaluate prediction performance of regression and classification point-forecast models' authors: - family-names: Correndo given-names: Adrian A. email: acorrend@uoguelph.ca orcid: https://orcid.org/0000-0002-4172-289X - family-names: Rosso given-names: Luiz H. Moro - family-names: Hernandez given-names: Carlos H. - family-names: Bastos given-names: Leonardo M. email: leonardombastos@gmail.com orcid: https://orcid.org/0000-0001-8958-6527 - family-names: Nieto given-names: Luciana email: lnieto@ksu.edu orcid: https://orcid.org/0000-0002-7172-0799 - family-names: Holzworth given-names: Dean email: dean.holzworth@csiro.au - family-names: Ciampitti given-names: Ignacio A. email: ciampitti@ksu.edu orcid: https://orcid.org/0000-0001-9619-5129 journal: Journal of Open Source Software year: '2022' volume: '7' issue: '79' doi: 10.21105/joss.04655 url: https://joss.theoj.org/papers/10.21105/joss.04655 start: '4655' repository: https://CRAN.R-project.org/package=metrica repository-code: https://github.com/adriancorrendo/metrica url: https://adriancorrendo.github.io/metrica/ date-released: '2024-06-30' contact: - family-names: Correndo given-names: Adrian A. email: acorrend@uoguelph.ca orcid: https://orcid.org/0000-0002-4172-289X