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FPCA & uncertainty

Dense/common-grid FPCA, component uncertainty, stability, review, and score/spectrum diagnostics.

This page contains 13 deterministic public plotting contracts.

plot_conformal_fpca_anomaly

Split-conformal FPCA anomaly evidence

API: plot_conformal_fpca_anomaly()
Scientific quantity: Split-conformal FPCA anomaly evidence
Equation: mathematical contract
Worked example: example

plot_fpca_component

FPC interpretation trajectory

API: plot_fpca_component()
Scientific quantity: FPC interpretation trajectory
Equation: mathematical contract
Worked example: example

plot_fpca_component_band

Simultaneous FPC band

API: plot_fpca_component_band()
Scientific quantity: Simultaneous FPC band
Equation: mathematical contract
Worked example: example

plot_fpca_component_envelope

Sign-aligned FPC bootstrap envelope

API: plot_fpca_component_envelope()
Scientific quantity: Sign-aligned FPC bootstrap envelope
Equation: mathematical contract
Worked example: example

plot_fpca_cross_validation

Reconstruction CV error by component count

API: plot_fpca_cross_validation()
Scientific quantity: Reconstruction CV error by component count
Equation: mathematical contract
Worked example: example

plot_fpca_influence

Leave-one-curve FPCA influence

API: plot_fpca_influence()
Scientific quantity: Leave-one-curve FPCA influence
Equation: mathematical contract
Worked example: example

plot_fpca_outlier_diagnostics

FPCA score/reconstruction outlier review

API: plot_fpca_outlier_diagnostics()
Scientific quantity: FPCA score/reconstruction outlier review
Equation: mathematical contract
Worked example: example

plot_fpca_score_uncertainty

FPC score basis uncertainty

API: plot_fpca_score_uncertainty()
Scientific quantity: FPC score basis uncertainty
Equation: mathematical contract
Worked example: example

plot_fpca_spectrum_uncertainty

Bootstrap eigenvalue-spectrum uncertainty

API: plot_fpca_spectrum_uncertainty()
Scientific quantity: Bootstrap eigenvalue-spectrum uncertainty
Equation: mathematical contract
Worked example: example

plot_fpca_stability

FPC stability diagnostic

API: plot_fpca_stability()
Scientific quantity: FPC stability diagnostic
Equation: mathematical contract
Worked example: example

plot_fpca_subspace_stability

Near-tied eigenspace stability

API: plot_fpca_subspace_stability()
Scientific quantity: Near-tied eigenspace stability
Equation: mathematical contract
Worked example: example

plot_fpca_variance

Explained functional variance

API: plot_fpca_variance()
Scientific quantity: Explained functional variance
Equation: mathematical contract
Worked example: example

plot_reconstruction_curve

Observed versus truncated FPCA reconstruction

API: plot_reconstruction_curve()
Scientific quantity: Observed versus truncated FPCA reconstruction
Equation: mathematical contract
Worked example: example