Multi-Calibration Boosting


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Documentation for package ‘mcboost’ version 0.4.0

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mcboost-package mcboost: Multi-Calibration Boosting
AuditorFitter AuditorFitter Abstract Base Class
CVLearnerAuditorFitter Cross-validated AuditorFitter from a Learner
CVRidgeAuditorFitter Cross-validated AuditorFitter from a Learner
CVTreeAuditorFitter Cross-validated AuditorFitter from a Learner
LearnerAuditorFitter Create an AuditorFitter from a Learner
make_survival_curve Make every row monotonically decreasing in order to obtain the survival property. Additionally, many predicitions need 1 as a first value and 0 as a last value. (e.g. 'PredictionSurv' needs this attribute.)
MCBoost Multi-Calibration Boosting
mcboost mcboost: Multi-Calibration Boosting
MCBoostSurv Multi-Calibration Boosting
mlr3_init_predictor Create an initial predictor function from a trained mlr3 learner
mlr_pipeops_mcboost Multi-Calibrate a Learner's Prediction
mlr_pipeops_mcboostsurv Multi-Calibrate a Learner's Prediction (Survival Model)
one_hot One-hot encode a factor variable
PipeOpLearnerPred Multi-Calibrate a Learner's Prediction
PipeOpMCBoost Multi-Calibrate a Learner's Prediction
PipeOpMCBoostSurv Multi-Calibrate a Learner's Prediction (Survival Model)
ppl_mcboost Multi-calibration pipeline
ppl_mcboostsurv Multi-calibration pipeline (for survival models)
RidgeAuditorFitter Create an AuditorFitter from a Learner
SubgroupAuditorFitter Static AuditorFitter based on Subgroups
SubpopAuditorFitter Static AuditorFitter based on Subpopulations
TreeAuditorFitter Create an AuditorFitter from a Learner