iDist

Computes the inter-site Euclidean distance matrix for one or two sets of
points.

utilities

Fits Bayesian hierarchical spatial process models for
point-referenced Gaussian, Poisson, binomial, and binary data using stacking
of predictive densities. It involves sampling from analytically available
posterior distributions conditional upon some candidate values of the
spatial process parameters and, subsequently assimilate inference from these
individual posterior distributions using Bayesian predictive stacking. Our
algorithm is highly parallelizable and hence, much faster than traditional
Markov chain Monte Carlo algorithms while delivering competitive predictive
performance. See Zhang, Tang, and Banerjee (2024)
<doi:10.48550/arXiv.2304.12414>, and, Pan, Zhang, Bradley, and Banerjee
(2024) <doi:10.48550/arXiv.2406.04655> for details.

Soumyakanti Pan

spStack

Bayesian Geostatistics Using Predictive Stacking

Sudipto Banerjee

iDist function

<dl><dt>coords.1</dt>
<dd>an \(n\times p\) matrix with each row corresponding to
a point in \(p\)-dimensional space.</dd>
<dt>coords.2</dt>
<dd>an \(m\times p\) matrix with each row corresponding to
a point in \(p\) dimensional space. If this is missing then
<code>coords.1</code> is used.</dd>
<dt>...</dt>
<dd>currently no additional arguments.</dd></dl>

Arguments

Soumyakanti Pan <a href="/link/span18%40ucla.edu?package=spStack&version=1.0.1" data-mini-rdoc="spStack::span18@ucla.edu">span18@ucla.edu</a>, 
Sudipto Banerjee <a href="/link/sudipto%40ucla.edu?package=spStack&version=1.0.1" data-mini-rdoc="spStack::sudipto@ucla.edu">sudipto@ucla.edu</a>

Author

Calculate distance matrix — iDist

<dl>

<dt>coords.1</dt>
<dd>an \(n\times p\) matrix with each row corresponding to
a point in \(p\)-dimensional space.</dd>


<dt>coords.2</dt>
<dd>an \(m\times p\) matrix with each row corresponding to
a point in \(p\) dimensional space. If this is missing then
<code>coords.1</code> is used.</dd>


<dt>...</dt>
<dd>currently no additional arguments.</dd>

</dl>

Soumyakanti Pan <a href='mailto:span18@ucla.edu'>span18@ucla.edu</a>, 
Sudipto Banerjee <a href='mailto:sudipto@ucla.edu'>sudipto@ucla.edu</a>

iDist: Calculate distance matrix

Description

Usage

Value

Arguments

Author

Examples