initTypes

Auxiliary function used by MLSOL. Categorizes each pair instance-label of the dataset with a type

Collection of the state of the art multi-label resampling algorithms. The objective of these algorithms is to achieve balance in multi-label datasets.

Miguel Ángel Dávila

mldr.resampling

Resampling Algorithms for Multi-Label Datasets

Francisco Charte

María José Del Jesus

Antonio Rivera

initTypes function

<dl><dt>C</dt>
<dd>List of vectors with one value for each pair instance-label</dd>
<dt>neighbors</dt>
<dd>Structure with the k nearest neighbors of each instance of the dataset</dd>
<dt>k</dt>
<dd>Number of neighbors to be considered for each instance</dd>
<dt>minoritary</dt>
<dd>Vector with the minoritary value of each label (normally, 1)</dd>
<dt>D</dt>
<dd>mld <code>mldr</code> object with the multilabel dataset to preprocess</dd>
<dt>d</dt>
<dd>Vector with the instances of the dataset which have one or more label active (ideally, all of them)</dd></dl>

Arguments

Auxiliary function used by MLSOL. Categorizes each pair instance-label of the dataset with a type — initTypes

<dl>

<dt>C</dt>
<dd>List of vectors with one value for each pair instance-label</dd>


<dt>neighbors</dt>
<dd>Structure with the k nearest neighbors of each instance of the dataset</dd>


<dt>k</dt>
<dd>Number of neighbors to be considered for each instance</dd>


<dt>minoritary</dt>
<dd>Vector with the minoritary value of each label (normally, 1)</dd>


<dt>D</dt>
<dd>mld <code>mldr</code> object with the multilabel dataset to preprocess</dd>


<dt>d</dt>
<dd>Vector with the instances of the dataset which have one or more label active (ideally, all of them)</dd>

</dl>

initTypes: Auxiliary function used by MLSOL. Categorizes each pair instance-label of the dataset with a type

Description

Usage

Value

Arguments