clupoints_n_1_template

Generate points from their n-dimensional projections on a
cluster-supporting line, placing each point on a hyperplane orthogonal to
that line and centered at the point's projection. The function specified in
<code>dist_fn</code> is used to perform the actual placement.

An implementation of the clugen algorithm for generating
multidimensional clusters with arbitrary distributions. Each cluster is
supported by a line segment, the position, orientation and length of which
guide where the respective points are placed. This package is described in
Fachada & de Andrade (2023) <doi:10.1016/j.knosys.2023.110836>.

Nuno Fachada

clugenr

Multidimensional Cluster Generation Using Support Lines

clupoints_n_1_template function

<dl><dt>projs</dt>
<dd>Point projections on the cluster-supporting line
(p np x n matrix).</dd>
<dt>lat_disp</dt>
<dd>Dispersion of points from their projection.</dd>
<dt>clu_dir</dt>
<dd>Direction of the cluster-supporting line (unit vector).</dd>
<dt>dist_fn</dt>
<dd>Function to place points on a second line, orthogonal to the
first.</dd></dl>

Arguments

Create points from their projections on a cluster-supporting line — clupoints_n_1_template

<dl>

<dt>projs</dt>
<dd>Point projections on the cluster-supporting line
(p np x n matrix).</dd>


<dt>lat_disp</dt>
<dd>Dispersion of points from their projection.</dd>


<dt>clu_dir</dt>
<dd>Direction of the cluster-supporting line (unit vector).</dd>


<dt>dist_fn</dt>
<dd>Function to place points on a second line, orthogonal to the
first.</dd>

</dl>

clupoints_n_1_template: Create points from their projections on a cluster-supporting line

Description

Usage

Value

Arguments

Details

Examples