spconform

spconform-package

Provides distribution-free, model-agnostic prediction intervals for spatially
and spatio-temporally dependent data using localized conformal calibration,
fast k-NN proximity calculations, and multi-core parallel execution.

internal

Provides distribution-free, model-agnostic prediction
intervals for spatially and spatio-temporally dependent data using
localized conformal calibration. Implements locally weighted split
conformal prediction for geostatistical (point-referenced) data based on
spatial-distance kernels, and a neighbourhood-weighted conformal
procedure for areal (lattice) data based on graph adjacency structures.
Relaxes the standard exchangeability assumption using spatial proximity,
following the localized conformal framework of Mao, Martin and Reich
(2024) <doi:10.1080/01621459.2022.2147531>. Includes comprehensive
spatial diagnostic tools to audit empirical coverage, conditional
spatial strata, and boundary proximity effects.

Ahmed Sattar Jabbar

Conformal Prediction for Spatially and Spatio-Temporally
Dependent Data

spconform-package function

Maintainer: Ahmed Sattar Jabbar <a href="/link/ahmed.state.me%40gmail.com?package=spconform&version=0.1.1" data-mini-rdoc="spconform::ahmed.state.me@gmail.com">ahmed.state.me@gmail.com</a>
Authors:<ul>
<li>Ahmed Sattar Jabbar <a href="/link/ahmed.state.me%40gmail.com?package=spconform&version=0.1.1" data-mini-rdoc="spconform::ahmed.state.me@gmail.com">ahmed.state.me@gmail.com</a></li>
</ul>

Author

spconform: Conformal Prediction for Spatially and Spatio-Temporally Dependent Data — spconform-package

Maintainer: Ahmed Sattar Jabbar <a href='mailto:ahmed.state.me@gmail.com'>ahmed.state.me@gmail.com</a>
Authors:<ul>
<li>Ahmed Sattar Jabbar <a href='mailto:ahmed.state.me@gmail.com'>ahmed.state.me@gmail.com</a></li>
</ul>

spconform-package: spconform: Conformal Prediction for Spatially and Spatio-Temporally Dependent Data

Description

Arguments

Author