Functional regression & prediction¶

Functional regression, generalized marginal response models, prediction, and bootstrap inference.

This page contains 16 deterministic public plotting contracts.

plot_fpca_regression_cv¶

API: plot_fpca_regression_cv()
Scientific quantity: FPCR predictive component-selection curve
Equation: mathematical contract
Worked example: example

plot_fpca_regression_future_prediction_interval¶

API: plot_fpca_regression_future_prediction_interval()
Scientific quantity: Future-outcome FPCR prediction interval
Equation: mathematical contract
Worked example: example

plot_fpca_regression_mean_prediction_uncertainty¶

API: plot_fpca_regression_mean_prediction_uncertainty()
Scientific quantity: Mean-response FPCR prediction uncertainty
Equation: mathematical contract
Worked example: example

plot_fpca_regression_slope_band¶

API: plot_fpca_regression_slope_band()
Scientific quantity: Simultaneous FPCR slope band
Equation: mathematical contract
Worked example: example

plot_fpca_regression_slope_uncertainty¶

API: plot_fpca_regression_slope_uncertainty()
Scientific quantity: FPCR slope-function uncertainty
Equation: mathematical contract
Worked example: example

plot_fpca_wild_bootstrap_family_test¶

API: plot_fpca_wild_bootstrap_family_test()
Scientific quantity: Fixed-family wild-bootstrap test
Equation: mathematical contract
Worked example: example

plot_fpca_wild_bootstrap_monte_carlo_diagnostics¶

API: plot_fpca_wild_bootstrap_monte_carlo_diagnostics()
Scientific quantity: Bootstrap Monte Carlo precision
Equation: mathematical contract
Worked example: example

plot_fpca_wild_bootstrap_projection¶

API: plot_fpca_wild_bootstrap_projection()
Scientific quantity: Wild-bootstrap fixed-target projection
Equation: mathematical contract
Worked example: example

plot_fpca_wild_bootstrap_simultaneous_interval¶

API: plot_fpca_wild_bootstrap_simultaneous_interval()
Scientific quantity: Simultaneous fixed-target wild-bootstrap interval
Equation: mathematical contract
Worked example: example

plot_fpca_wild_bootstrap_truncation_scan¶

API: plot_fpca_wild_bootstrap_truncation_scan()
Scientific quantity: Wild-bootstrap truncation sensitivity
Equation: mathematical contract
Worked example: example

plot_function_on_scalar_coefficients¶

API: plot_function_on_scalar_coefficients()
Scientific quantity: Function-on-scalar coefficient band
Equation: mathematical contract
Worked example: example

plot_functional_mean_band¶

API: plot_functional_mean_band()
Scientific quantity: Simultaneous functional mean band
Equation: mathematical contract
Worked example: example

plot_generalized_function_on_scalar_coefficients¶

API: plot_generalized_function_on_scalar_coefficients()
Scientific quantity: Marginal generalized coefficient functions
Equation: mathematical contract
Worked example: example

plot_generalized_function_on_scalar_mean_difference¶

API: plot_generalized_function_on_scalar_mean_difference()
Scientific quantity: Predeclared marginal prediction contrast
Equation: mathematical contract
Worked example: example

plot_generalized_function_on_scalar_predictions¶

API: plot_generalized_function_on_scalar_predictions()
Scientific quantity: Fixed-profile marginal functional predictions
Equation: mathematical contract
Worked example: example

plot_nested_fpca_regression_cv¶

API: plot_nested_fpca_regression_cv()
Scientific quantity: Nested predictive FPCR validation
Equation: mathematical contract
Worked example: example