/ci1d

Confidence and prediction intervals for 0D and 1D data

Primary LanguageHTMLMIT LicenseMIT

ci1d

A Python package for computing confidence and prediction intervals for 0D and 1D univariate and bivariate data.

This package contains:

  • Functions and classes for computing and displaying confidence regions and predictions regions for 0D and 1D datasets
  • Scripts for replicating results from the main paper (see below)
  • Notebooks for reviewing theory and for standalone, step-by-step calculations

Requirements:

  • Python 3.x
  • NumPy
  • SciPy
  • Matplotlib
  • spm1d

Please consider citing:

Pataky TC, Yamagata M, Ichihashi N, Duarte M (in review). Adjustment to: "CI2 for creating and comparing confidence-intervals for time-series bivariate plots" Gait & Posture.

Note: ci1d does not support ellipsoid or hyperellipsoids calculations for multivariate data, they are not implemented in this package because they cannot be readily visualized.