HMMVBBIC-class

HMMVBBIC

show,HMMVBBIC-method

An S4 class to represent results of HMM-VB model selection. New instances of the class are created by <code><a rd-options="" href="/link/hmmvbBIC?package=HDclust&version=1.0" data-mini-rdoc="HDclust::hmmvbBIC">hmmvbBIC</a></code>.

Clustering of high dimensional data with Hidden Markov Model on Variable Blocks (HMM-VB) fitted via Baum-Welch algorithm. Clustering is performed by the Modal Baum-Welch algorithm (MBW), which finds modes of the density function. Lin Lin and Jia Li (2017) <http://jmlr.org/papers/v18/16-342.html>.

Yevhen Tupikov

HDclust

Clustering High Dimensional Data with Hidden Markov Model on
Variable Blocks

Lin Lin

Jia Li

HMMVBBIC-class function

<ul>
<li>show signature(object = "HMMVBBIC") : show optimal model.</li>
<li>getBIC signature(object = "HMMVBBIC") : accessor for 'BIC' slot.</li>
<li>getNumst signature(object = "HMMVBBIC") : accessor for 'numst' slot.</li>
<li>getConfigList signature(object = "HMMVBBIC") : accessor for 'configList' slot.</li>
<li>getOptHMMVB signature(object = "HMMVBBIC") : accessor for 'optHMMVB' slot.</li>
</ul>

Methods

<dl class="dl-horizontal">
<dt><code>numst</code></dt><dd>An integer vector specifying the number of mixture components (states) in each variable block for which BIC was calculated during model selection (see <code><a rd-options="" href="/link/hmmvbBIC?package=HDclust&version=1.0" data-mini-rdoc="HDclust::hmmvbBIC">hmmvbBIC</a></code>).</dd></dl><dt><code>BIC</code></dt><dd>A numeric vector specifying calculated BIC values.</dd><dt><code>configList</code></dt><dd>A list of integer vectors specifying the number of states in each variable block for which BIC was calculate (see <code><a rd-options="" href="/link/hmmvbBIC?package=HDclust&version=1.0" data-mini-rdoc="HDclust::hmmvbBIC">hmmvbBIC</a></code>).</dd><dt><code>optHMMVB</code></dt><dd>The optimal HMM-VB model with smallest BIC value.</dd>

Slots

An S4 class to represent results of HMM-VB model selection. New instances of the class are created by <code><a rd-options='' href='hmmvbBIC'>hmmvbBIC</a></code>.

HMMVBBIC-class: Class "HMMVBBIC" to represent results of HMM-VB model selection.

Description

Arguments

Methods

Slots

See Also