fxTWAPLS

fxTWAPLS-package

The goal of this package is to provide an improved version of WA-PLS (Weighted Averaging Partial Least Squares) by including the tolerances of taxa and the frequency of the sampled climate variable. This package also provides a way of leave-out cross-validation that removes both the test site and sites that are both geographically close and climatically close for each cycle, to avoid the risk of pseudo-replication.

internal

The goal of this package is to provide an improved version of
WA-PLS (Weighted Averaging Partial Least Squares) by including the
tolerances of taxa and the frequency of the sampled climate variable.
This package also provides a way of leave-out cross-validation that
removes both the test site and sites that are both geographically
close and climatically close for each cycle, to avoid the risk of
pseudo-replication.

Roberto Villegas-Diaz

An Improved Version of WA-PLS

Mengmeng Liu

Iain Colin Prentice

Cajo J. F. ter Braak

Sandy P. Harrison

SPECIAL Research Group @ University of Reading 

fxTWAPLS-package function

Maintainer: Roberto Villegas-Diaz <a href="/link/r.villegas-diaz%40outlook.com?package=fxTWAPLS&version=0.1.2" data-mini-rdoc="fxTWAPLS::r.villegas-diaz@outlook.com">r.villegas-diaz@outlook.com</a> (<a href="https://orcid.org/0000-0001-5036-8661">ORCID</a>)
Authors:<ul>
<li>Mengmeng Liu <a href="/link/m.liu18%40imperial.ac.uk?package=fxTWAPLS&version=0.1.2" data-mini-rdoc="fxTWAPLS::m.liu18@imperial.ac.uk">m.liu18@imperial.ac.uk</a> (<a href="https://orcid.org/0000-0001-6250-0148">ORCID</a>)</li>
<li>Iain Colin Prentice <a href="/link/c.prentice%40imperial.ac.uk?package=fxTWAPLS&version=0.1.2" data-mini-rdoc="fxTWAPLS::c.prentice@imperial.ac.uk">c.prentice@imperial.ac.uk</a> (<a href="https://orcid.org/0000-0002-1296-6764">ORCID</a>)</li>
<li>Cajo J. F. ter Braak <a href="/link/cajo.terbraak%40wur.nl?package=fxTWAPLS&version=0.1.2" data-mini-rdoc="fxTWAPLS::cajo.terbraak@wur.nl">cajo.terbraak@wur.nl</a> (<a href="https://orcid.org/0000-0002-0414-8745">ORCID</a>)</li>
<li>Sandy P. Harrison <a href="/link/s.p.harrison%40reading.ac.uk?package=fxTWAPLS&version=0.1.2" data-mini-rdoc="fxTWAPLS::s.p.harrison@reading.ac.uk">s.p.harrison@reading.ac.uk</a> (<a href="https://orcid.org/0000-0001-5687-1903">ORCID</a>)</li>
</ul>Other contributors:<ul>
<li>SPECIAL Research Group @ University of Reading [copyright holder]</li>
</ul>

Author

fxTWAPLS: An Improved Version of WA-PLS — fxTWAPLS-package

Maintainer: Roberto Villegas-Diaz <a href='mailto:r.villegas-diaz@outlook.com'>r.villegas-diaz@outlook.com</a> (<a href='https://orcid.org/0000-0001-5036-8661'>ORCID</a>)
Authors:<ul>
<li>Mengmeng Liu <a href='mailto:m.liu18@imperial.ac.uk'>m.liu18@imperial.ac.uk</a> (<a href='https://orcid.org/0000-0001-6250-0148'>ORCID</a>)</li>
<li>Iain Colin Prentice <a href='mailto:c.prentice@imperial.ac.uk'>c.prentice@imperial.ac.uk</a> (<a href='https://orcid.org/0000-0002-1296-6764'>ORCID</a>)</li>
<li>Cajo J. F. ter Braak <a href='mailto:cajo.terbraak@wur.nl'>cajo.terbraak@wur.nl</a> (<a href='https://orcid.org/0000-0002-0414-8745'>ORCID</a>)</li>
<li>Sandy P. Harrison <a href='mailto:s.p.harrison@reading.ac.uk'>s.p.harrison@reading.ac.uk</a> (<a href='https://orcid.org/0000-0001-5687-1903'>ORCID</a>)</li>
</ul>

Other contributors:<ul>
<li>SPECIAL Research Group @ University of Reading [copyright holder]</li>
</ul>

fxTWAPLS-package: fxTWAPLS: An Improved Version of WA-PLS

Description

Arguments

Author

See Also