Module tolerance 

Tolerance bands for functional data.

This module provides methods for constructing regions expected to contain a given fraction of individual curves in a population — the functional analogue of classical tolerance intervals.

Methods

• fpca_tolerance_band — FPCA + bootstrap tolerance band (pointwise or simultaneous)
• conformal_prediction_band — Distribution-free conformal prediction band
• scb_mean_degras — Simultaneous confidence band for the mean (Degras method)
• exponential_family_tolerance_band — Tolerance band for exponential family data

Structs

ToleranceBand

Result of a tolerance band computation.

Enums

BandType

Type of tolerance band.

ExponentialFamily

Exponential family for generalized FPCA tolerance bands.

MultiplierDistribution

Multiplier distribution for Degras SCB.

NonConformityScore

Non-conformity score for conformal prediction.

Functions

conformal_prediction_band

Compute a distribution-free conformal prediction band.

elastic_tolerance_band

Compute a tolerance band in the elastic (aligned) space.

exponential_family_tolerance_band

Compute a tolerance band for exponential family functional data.

fpca_tolerance_band

Compute a tolerance band via FPCA and bootstrap.

scb_mean_degras

Compute a simultaneous confidence band for the mean function (Degras method).