as.data.frame.spconform

Converts a conformal prediction output object of class <code>"spconform"</code>
into a tidy <code>data.frame</code> containing coordinates (if present), point
predictions, lower/upper bounds, and interval widths.

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

spconform

Conformal Prediction for Spatially and Spatio-Temporally
Dependent Data

as.data.frame.spconform function

<dl><dt>x</dt>
<dd>An object of class <code>"spconform"</code>.</dd>
<dt>row.names</dt>
<dd><code>NULL</code> or a character vector giving row names.</dd>
<dt>optional</dt>
<dd>Logical; passed to <code>as.data.frame</code>.</dd>
<dt>...</dt>
<dd>Additional arguments (currently unused).</dd></dl>

Arguments

Coerce an spconform Object to a Data Frame — as.data.frame.spconform

<dl>

<dt>x</dt>
<dd>An object of class <code>"spconform"</code>.</dd>


<dt>row.names</dt>
<dd><code>NULL</code> or a character vector giving row names.</dd>


<dt>optional</dt>
<dd>Logical; passed to <code>as.data.frame</code>.</dd>


<dt>...</dt>
<dd>Additional arguments (currently unused).</dd>

</dl>

as.data.frame.spconform: Coerce an spconform Object to a Data Frame

Description

Usage

Value

Arguments