Silhouette

Silhouette value for the i. variable given variable partition

internal

Directed Dependence Coefficient (didec) is a measure of directed dependence. Multivariate Feature Ordering by Conditional Independence (MFOCI) is a variable selection algorithm based on didec. Hierarchical Variable Clustering (VarClustPartition) is a variable clustering method based on didec. For more information, see the paper by
Ansari and Fuchs (2024, <doi:10.48550/arXiv.2212.01621>), and the paper by
Fuchs and Wang (2024, <doi:10.1016/j.ijar.2024.109185>).

Yuping Wang

didec

Directed Dependence Coefficient

Sebastian Fuchs

Jonathan Ansari

Silhouette function

<dl><dt>i</dt>
<dd>the index of the variable</dd>
<dt>df</dt>
<dd>a data frame for all variables</dd>
<dt>partition</dt>
<dd>a partition</dd>
<dt>dist.func</dt>
<dd>PD / MPD / kendall / footrule</dd></dl>

Arguments

Silhouette value for the i. variable given variable partition — Silhouette

<dl>

<dt>i</dt>
<dd>the index of the variable</dd>


<dt>df</dt>
<dd>a data frame for all variables</dd>


<dt>partition</dt>
<dd>a partition</dd>


<dt>dist.func</dt>
<dd>PD / MPD / kendall / footrule</dd>

</dl>

Silhouette: Silhouette value for the i. variable given variable partition

Description

Usage

Value

Arguments