ICS_tcov

Wrapper function for the pairwise one-step M-estimator of scatter with
weights based on pairwise Mahalanobis distances, as computed by
<code>tcov()</code>. Note that this estimator is based on pairwise
differences and therefore no location estimate is returned.

Implementation of tandem clustering with invariant coordinate
selection with different scatter matrices and several choices for the
selection of components as described in Alfons, A., Archimbaud, A., Nordhausen, K.and Ruiz-Gazen, A. (2024) <doi:10.1016/j.ecosta.2024.03.002>.

Aurore Archimbaud

ICSClust

Tandem Clustering with Invariant Coordinate Selection

Andreas Alfons

Klaus Nordhausen

Anne Ruiz-Gazen

ICS_tcov function

<dl><dt>x</dt>
<dd>a numeric matrix or data frame.</dd>
<dt>beta</dt>
<dd>a positive numeric value specifying the tuning parameter of the
pairwise one-step M-estimator (default to 2), see <code>tcov()</code>.</dd></dl>

Arguments

Author

Pairwise one-step M-estimate of scatter for ICS — ICS_tcov

<dl>

<dt>x</dt>
<dd>a numeric matrix or data frame.</dd>


<dt>beta</dt>
<dd>a positive numeric value specifying the tuning parameter of the
pairwise one-step M-estimator (default to 2), see <code>tcov()</code>.</dd>

</dl>

ICS_tcov: Pairwise one-step M-estimate of scatter for ICS

Description

Usage

Value

Arguments

Author

See Also