Package: multisite.accuracy 1.3

multisite.accuracy: Estimation of Accuracy in Multisite Machine-Learning Models

The effects of the site may severely bias the accuracy of a multisite machine-learning model, even if the analysts removed them when fitting the model in the 'training set' and applying the model in the 'test set' (Solanes et al., Neuroimage 2023, 265:119800). This simple R package estimates the accuracy of a multisite machine-learning model unbiasedly, as described in (Solanes et al., Psychiatry Research: Neuroimaging 2021, 314:111313). It currently supports the estimation of sensitivity, specificity, balanced accuracy (for binary or multinomial variables), the area under the curve, correlation, mean squarer error, and hazard ratio for binomial, multinomial, gaussian, and survival (time-to-event) outcomes.

Authors:Joaquim Radua [aut, cre]

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NEWS

# Install 'multisite.accuracy' in R:
install.packages('multisite.accuracy', repos = c('https://jrad1.r-universe.dev', 'https://cloud.r-project.org'))

Peer review:

On CRAN:

This package does not link to any Github/Gitlab/R-forge repository. No issue tracker or development information is available.

1 exports 1 stars 0.23 score 83 dependencies 426 downloads

Last updated 2 months agofrom:d20a679cf8. Checks:OK: 7. Indexed: yes.

TargetResultDate
Doc / VignettesOKAug 31 2024
R-4.5-winOKAug 31 2024
R-4.5-linuxOKAug 31 2024
R-4.4-winOKAug 31 2024
R-4.4-macOKAug 31 2024
R-4.3-winOKAug 31 2024
R-4.3-macOKAug 31 2024

Exports:multisite.accuracy

Dependencies:backportsbdsmatrixbitbit64bootbroomclicliprcodetoolscolorspacecoxmecpp11crayondplyrfansifarverforcatsforeachformula.toolsgenericsggplot2glmnetgluegtablehavenhmsisobanditeratorsjomolabelinglatticelifecyclelme4lmerTestlogistfmagrittrMASSmathjaxrMatrixmetadatmetaformgcvmiceminqamitmlmunsellnlmenloptrnnetnumDerivoperator.toolsordinalpanpbapplypillarpkgconfigplyrprettyunitspROCprogresspurrrR6RColorBrewerRcppRcppEigenreadrrlangrpartscalesshapestringistringrsurvivaltibbletidyrtidyselecttzdbucminfutf8vctrsviridisLitevroomwithr