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...
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_pr_plotProduce a precision-recall plot for a set of predicted...
mc_sbrierCalculate the multiclass scaled Brier Score for predicted...
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...
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 Oct. 29, 2023, 7:22 p.m.