Man pages for gweissman/gmish
Miscellaneous Functions for Predictive Modeling

aucCalculate the area under the curve of various plots including...
boot_diffCalculate the bootstrapped empiric two-sided p-value and...
brierCalculate the Brier Score for predicted probabilities against...
bs_ciCalculate the bias-corrected, basic bootstrapped confidence...
bvdDecompose the prediction error (mean-squared error) into bias...
calib_plotProduce a calibration plot for a set of predicted...
calib_plot_cProduce a calibration plot for a set of predicted and...
cstatCalculate the C-statistic for predicted probabilities against...
entCalculate the mean Shannon entropy for the predicted...
fncCalculate the false negative count of a vector of predicted...
fpcCalculate the false positive count of a vector of predicted...
fscoreCalculate the F Score for predicted probabilities against a...
iciCalculate the integrated calibration index (ICI) for...
llossCalculate the Log Lossfor predicted probabilities against a...
make_perf_dfTake a list of performance metrics and return the observed...
mc_brierCalculate the multiclass Brier Score for predicted...
mc_calib_plotProduce a calibration plot for a set of predicted...
mc_llossCalculate the multiclass logarithmic loss for predicted...
mc_pr_plotProduce a precision-recall plot for a set of predicted...
mc_sbrierCalculate the multiclass scaled Brier Score for predicted...
micro_avgCalculate the micro-averaged performance of some measure...
mseCalculate the mean-squared error for predicted vs observed...
nbCalculate the net benefit of a model at a given probability...
nb_plotProduce a net benefit plot for a set of predicted...
npvCalculate the Negative Predictive Value for predicted...
ocpCalculate the optimism-corrected performance of a model using...
oheOne-hot encodes a single data.frame column or vector
ohe.dfOne-hot encodes all categorical variables in a data.frame
ppvCalculate the Positive Predictive Value for predicted...
prg_plotProduce a precision-recall Gain plot for a set of predicted...
pr_plotProduce a precision-recall plot for a set of predicted...
roc_plotProduce a receiver operator characteristic plot for a set of...
rsqCalculate the R^2 of a model for predicted probabilities...
sbrierCalculate the Scaled Brier Score for predicted probabilities...
sensCalculate the Sensitivity for predicted probabilities against...
specCalculate the Specificity for predicted probabilities against...
stat_calibThe calib geom is used to create a calibration plot. The...
thresh_plotProduce a precision-recall plot for a set of predicted...
tncCalculate the true negative count of a vector of predicted...
tpcCalculate the true positive count of a vector of predicted...
zolCalculate the zero-one loss (i.e. 1 - accuracy) for predicted...
gweissman/gmish documentation built on Feb. 21, 2025, 1:20 a.m.