Function reference
Specify, fit, and predict
Define a conditional distribution, fit it, and place new observations.
- ref_spec
- Specification of a distributional reference model
- ref_family
- Family constructors for reference models
- ref_fit
- Fit distributional reference models
- predict.ref_fit
- Predict distributions or scores from a reference fit
Score profiles
Work with predictive distributions and individual deviation scores.
- as_scores
- Scores derived from a predictive CDF
- dist_shash
- Predictive distributions
- ref_flag
- Flag threshold exceedances
- ref_joint
- Gaussian-copula joint deviation layer
Select and validate models
Use out-of-sample evidence to choose and check a reference model.
- ref_crossfit
- Out-of-fold reference scores
- ref_select
- Lexicographic out-of-sample model ladder
- ref_assess
- Assess a fitted reference model
Transport a reference
Check support, adapt or calibrate a new site, and freeze the result.
- ref_support
- Reference-support status of target observations
- ref_adapt
- Adapt a reference model to a new domain
- ref_calibrate
- Held-out probability recalibration
- ref_freeze
- Frozen reference bundle and model card
- ref_write
- Read and write versioned reference bundles
Model longitudinal change
Estimate within-person dependence, transitions, forecasts, and chart velocity.
- ref_process
- Longitudinal process kernel
- ref_dynamics
- Longitudinal dependence process
- ref_transition
- Transitions, change, and velocity
- ref_forecast
- History-conditioned forecast
- ref_derivative
- Population-chart derivatives
Summarise and visualise
Turn fitted models and scores into compact tables and graphics.
- tidy.ref_fit
- Tidy summaries of reference fits and assessments
- autoplot.ref_fit
- Graphics for reference models
- fortify_centiles
- Tidy plot data for reference charts
- theme_referent
- Publication theme for referent plots
Simulate examples
- ref_simulate
- Simulate reference-model data