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

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.

Version: 0.1.0
Depends: R (≥ 3.6.0)
Imports: graphics, grDevices, stats
Suggests: bmstdr, knitr, mgcv, ranger, rmarkdown, sp, testthat (≥ 3.0.0)
Published: 2026-09-12
DOI: 10.32614/CRAN.package.spconform (may not be active yet)
Author: Ahmed Sattar Jabbar ORCID iD [aut, cre]
Maintainer: Ahmed Sattar Jabbar <ahmed.state.me at gmail.com>
BugReports: https://github.com/amjed-droid/spconform/issues
License: GPL (≥ 3)
URL: https://github.com/amjed-droid/spconform, https://amjed-droid.github.io/spconform/, https://doi.org/10.5281/zenodo.21862024
NeedsCompilation: no
Language: en-US
Materials: README, NEWS
CRAN checks: spconform results

Documentation:

Reference manual: spconform.html , spconform.pdf
Vignettes: Getting Help (source)
Introduction to spconform (source, R code)

Downloads:

Package source: spconform_0.1.0.tar.gz
Windows binaries: r-devel: not available, r-release: not available, r-oldrel: not available
macOS binaries: r-release (arm64): not available, r-oldrel (arm64): spconform_0.1.0.tgz, r-release (x86_64): spconform_0.1.0.tgz, r-oldrel (x86_64): spconform_0.1.0.tgz

Linking:

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These binaries (installable software) and packages are in development.
They may not be fully stable and should be used with caution. We make no claims about them.