SingleVoting

<p>The class is responsible of initializing and executing voting
schemes. Additionally, to ensure a proper operation, the class automatically
checks the compatibility of defined voting schemes.</p>

models

methods

math

Provides a novel framework to able to automatically develop and deploy
an accurate Multiple Classifier System based on the feature-clustering
distribution achieved from an input dataset. 'D2MCS' was developed focused on
four main aspects: (i) the ability to determine an effective method to
evaluate the independence of features, (ii) the identification of the
optimal number of feature clusters, (iii) the training and tuning of ML
models and (iv) the execution of voting schemes to combine the outputs of
each classifier comprising the Multiple  Classifier System.

Miguel Ferreiro-D<c3><ad>az

D2MCS

Data Driving Multiple Classifier System

David Ruano-Ordás

Miguel Ferreiro-Díaz

José Ramón Méndez

University of Vigo 

SingleVoting function

<p><code>D2MCS::VotingStrategy</code> -&gt; <code>SingleVoting</code></p>

Super class


<div class="section" id="public-methods">
<h3>Public methods</h3><p></p><p><ul>
<li><p><a href="/link/SingleVoting%24new()?package=D2MCS&version=1.0.1" data-mini-rdoc="D2MCS::SingleVoting$new()"><code>SingleVoting$new()</code></a></p></li>
<li><p><a href="/link/SingleVoting%24execute()?package=D2MCS&version=1.0.1" data-mini-rdoc="D2MCS::SingleVoting$execute()"><code>SingleVoting$execute()</code></a></p></li>
<li><p><a href="/link/SingleVoting%24clone()?package=D2MCS&version=1.0.1" data-mini-rdoc="D2MCS::SingleVoting$clone()"><code>SingleVoting$clone()</code></a></p></li>
</ul></p><p></p></div><p><details open><summary>Inherited methods</summary>
<ul>
<li><span class="pkg-link" data-pkg="D2MCS" data-topic="VotingStrategy" data-id="getMetrics"><a href="/link/D2MCS%3A%3AVotingStrategy%24getMetrics()?package=D2MCS&version=1.0.1" data-mini-rdoc="D2MCS::D2MCS::VotingStrategy$getMetrics()"><code>D2MCS::VotingStrategy$getMetrics()</code></a></span></li>
<li><span class="pkg-link" data-pkg="D2MCS" data-topic="VotingStrategy" data-id="getName"><a href="/link/D2MCS%3A%3AVotingStrategy%24getName()?package=D2MCS&version=1.0.1" data-mini-rdoc="D2MCS::D2MCS::VotingStrategy$getName()"><code>D2MCS::VotingStrategy$getName()</code></a></span></li>
<li><span class="pkg-link" data-pkg="D2MCS" data-topic="VotingStrategy" data-id="getVotingSchemes"><a href="/link/D2MCS%3A%3AVotingStrategy%24getVotingSchemes()?package=D2MCS&version=1.0.1" data-mini-rdoc="D2MCS::D2MCS::VotingStrategy$getVotingSchemes()"><code>D2MCS::VotingStrategy$getVotingSchemes()</code></a></span></li>
</ul>
</details></p><p><hr>
<a id="method-SingleVoting-new"></a></p><div class="section" id="method-new-">
<h3>Method <code>new()</code></h3>
<p>The function initializes the object arguments during runtime.</p><div class="section" id="usage">
<h4>Usage</h4>
<p><div class="r"></div></p><pre><code>SingleVoting$new(voting.schemes, metrics)</code></pre><p></p></div><p></p>
</div><p></p><p><div class="section" id="arguments">
<h4>Arguments</h4>
<p><div class="arguments"></div></p><dl>
<dt><code>voting.schemes</code></dt>
<dd><p>A <a href="/link/vector?package=D2MCS&version=1.0.1" data-mini-rdoc="D2MCS::vector">vector</a> of voting schemes inheriting from
<code>SimpleVoting</code> class.</p></dd></dl></div></p><p>
<dt><code>metrics</code></dt>
<dd><p>A <a href="/link/list?package=D2MCS&version=1.0.1" data-mini-rdoc="D2MCS::list">list</a> containing the metrics used as basis to
perform the voting strategy.</p></dd></p><p>
</p><p></p>
<p></p><p></p><p><hr>
<a id="method-SingleVoting-execute"></a></p><div class="section" id="method-execute-">
<h3>Method <code>execute()</code></h3>
<p>The function is used to execute all the previously defined
(and compatible) voting schemes.</p><div class="section" id="usage">
<h4>Usage</h4>
<p><div class="r"></div></p><pre><code>SingleVoting$execute(predictions, verbose = FALSE)</code></pre><p></p></div><p></p>
</div><p></p><p><div class="section" id="arguments">
<h4>Arguments</h4>
<p><div class="arguments"></div></p><dl>
<dt><code>predictions</code></dt>
<dd><p>A <code>ClusterPredictions</code> object containing
all the predictions computed in the classification stage.</p></dd></dl></div></p><p>
<dt><code>verbose</code></dt>
<dd><p>A <a href="/link/logical?package=D2MCS&version=1.0.1" data-mini-rdoc="D2MCS::logical">logical</a> value to specify if more verbosity is needed.</p></dd></p><p>
</p><p></p>
<p></p><p></p><p><hr>
<a id="method-SingleVoting-clone"></a></p><div class="section" id="method-clone-">
<h3>Method <code>clone()</code></h3>
<p>The objects of this class are cloneable with this method.</p><div class="section" id="usage">
<h4>Usage</h4>
<p><div class="r"></div></p><pre><code>SingleVoting$clone(deep = FALSE)</code></pre><p></p></div><p></p>
</div><p></p><p><div class="section" id="arguments">
<h4>Arguments</h4>
<p><div class="arguments"></div></p><dl>
<dt><code>deep</code></dt>
<dd><p>Whether to make a deep clone.</p></dd></dl></div></p><p>
</p><p></p>
<p></p><p>
</p>

Methods

Manages the execution of Simple Votings. — SingleVoting


<div class='section' id='public-methods'>
<h3>Public methods</h3>

<ul>
<li><p><a href='#method-SingleVoting-new'><code>SingleVoting$new()</code></a></p></li>
<li><p><a href='#method-SingleVoting-execute'><code>SingleVoting$execute()</code></a></p></li>
<li><p><a href='#method-SingleVoting-clone'><code>SingleVoting$clone()</code></a></p></li>
</ul>

</div><p><details open><summary>Inherited methods</summary>
<ul>
<li><span class="pkg-link" data-pkg="D2MCS" data-topic="VotingStrategy" data-id="getMetrics"><a href='../../D2MCS/html/VotingStrategy.html#method-VotingStrategy-getMetrics'><code>D2MCS::VotingStrategy$getMetrics()</code></a></span></li>
<li><span class="pkg-link" data-pkg="D2MCS" data-topic="VotingStrategy" data-id="getName"><a href='../../D2MCS/html/VotingStrategy.html#method-VotingStrategy-getName'><code>D2MCS::VotingStrategy$getName()</code></a></span></li>
<li><span class="pkg-link" data-pkg="D2MCS" data-topic="VotingStrategy" data-id="getVotingSchemes"><a href='../../D2MCS/html/VotingStrategy.html#method-VotingStrategy-getVotingSchemes'><code>D2MCS::VotingStrategy$getVotingSchemes()</code></a></span></li>
</ul>
</details>

<hr>
<a id="method-SingleVoting-new"></a></p><div class='section' id='method-new-'>
<h3>Method <code>new()</code></h3>
<p>The function initializes the object arguments during runtime.</p><div class='section' id='usage'>
<h4>Usage</h4>
<p><div class="r"></p><pre><code>SingleVoting$new(voting.schemes, metrics)</code></pre><p></div></p>
</div>

<div class='section' id='arguments'>
<h4>Arguments</h4>
<p><div class="arguments"></p><dl>
<dt><code>voting.schemes</code></dt>
<dd><p>A <a href='https://rdrr.io/r/base/vector.html'>vector</a> of voting schemes inheriting from
<code>SimpleVoting</code> class.</p></dd>


<dt><code>metrics</code></dt>
<dd><p>A <a href='https://rdrr.io/r/base/list.html'>list</a> containing the metrics used as basis to
perform the voting strategy.</p></dd>


</dl><p></div></p>
</div>

</div><p><hr>
<a id="method-SingleVoting-execute"></a></p><div class='section' id='method-execute-'>
<h3>Method <code>execute()</code></h3>
<p>The function is used to execute all the previously defined
(and compatible) voting schemes.</p><div class='section' id='usage'>
<h4>Usage</h4>
<p><div class="r"></p><pre><code>SingleVoting$execute(predictions, verbose = FALSE)</code></pre><p></div></p>
</div>

<div class='section' id='arguments'>
<h4>Arguments</h4>
<p><div class="arguments"></p><dl>
<dt><code>predictions</code></dt>
<dd><p>A <code>ClusterPredictions</code> object containing
all the predictions computed in the classification stage.</p></dd>


<dt><code>verbose</code></dt>
<dd><p>A <a href='https://rdrr.io/r/base/logical.html'>logical</a> value to specify if more verbosity is needed.</p></dd>


</dl><p></div></p>
</div>

</div><p><hr>
<a id="method-SingleVoting-clone"></a></p><div class='section' id='method-clone-'>
<h3>Method <code>clone()</code></h3>
<p>The objects of this class are cloneable with this method.</p><div class='section' id='usage'>
<h4>Usage</h4>
<p><div class="r"></p><pre><code>SingleVoting$clone(deep = FALSE)</code></pre><p></div></p>
</div>

<div class='section' id='arguments'>
<h4>Arguments</h4>
<p><div class="arguments"></p><dl>
<dt><code>deep</code></dt>
<dd><p>Whether to make a deep clone.</p></dd>


</dl><p></div></p>
</div>

</div>


SingleVoting: Manages the execution of Simple Votings.

Description

Arguments

Super class

Methods

Public methods

Method `new()`

Usage

Arguments

Method `execute()`

Usage

Arguments

Method `clone()`

Usage

Arguments

See Also

Description

Arguments

Super class

Methods

Public methods

Method new()

Usage

Arguments

Method execute()

Usage

Arguments

Method clone()

Usage

Arguments

See Also

Method `new()`

Method `execute()`

Method `clone()`