Skip to contents

Package index

Performance Data Preparation

Prepare probability predictions and binary outcomes into performance data objects.

prepare_performance_data()
Prepare Performance Data

Discrimination

Evaluate model discrimination using ROC, Precision-Recall, Gains, and Lift curves.

create_roc_curve()
ROC Curve
plot_roc_curve()
ROC Curve from Performance Data
create_precision_recall_curve()
Precision Recall Curve
plot_precision_recall_curve()
Precision Recall Curve from Performance Data
create_gains_curve()
Gains Curve
plot_gains_curve()
Gains Curve from Performance Data
create_lift_curve()
Lift Curve
plot_lift_curve()
LIFT Curve from Performance Data

Calibration

Assess predictive calibration across probability ranges.

create_calibration_curve()
Create a Calibration Curve
create_calibration_curve_list()
Create a Calibration Curve List

Clinical Utility

Evaluate net benefit and clinical impact via Decision Curves and Interventions Avoided.

create_decision_curve()
Decision Curve
plot_decision_curve()
Decision Curve from Performance Data

Performance Tables & Reports

Summarize model metrics into interactive or static tables and reports.

create_performance_table()
Performance Table
render_performance_table()
Performance Table
create_summary_report()
Create a summary report

Example Datasets

Included benchmark dataset and prepared performance data objects.

example_dat
Example Data Frame for rtichoke package
multiple_models
Example Performance Data
multiple_models_by_ppcr
Example Performance Data
multiple_populations
Example Performance Data
multiple_populations_by_ppcr
Example Performance Data
one_pop_one_model
Example Performance Data
one_pop_one_model_as_a_list
Example Performance Data
one_pop_one_model_as_a_list_enforced_percentiles_symmetry
Example Performance Data
one_pop_one_model_as_a_vector
Example Performance Data
one_pop_one_model_as_a_vector_enforced_percentiles_symmetry
Example Performance Data
one_pop_one_model_by_ppcr
Example Performance Data
one_pop_three_models
Example Performance Data
one_pop_three_models_enforced_percentiles_symmetry
Example Performance Data
train_and_test_sets
Example Performance Data
train_and_test_sets_enforced_percentiles_symmetry
Example Performance Data