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<div id="main" class="main-content">
<h1 id='page-title' class="page-title">
HIPP
</h1>
<section>
<header>
<h2>
<span class="ancestors"><a href="module-dimensionality_reduction.html">dimensionality_reduction</a></span>
HIPP
</h2>
</header>
<article>
<div class="container-overview">
<h4 class="name" id="HIPP">
<a href="#HIPP">#</a>
<span class="type-signature"></span>new HIPP<span class="signature">(X, d<span class="signature-attributes">opt</span>, metric<span class="signature-attributes">opt</span>)</span><span class="type-signature"> → {<a href="HIPP.html">HIPP</a>}</span>
</h4>
<div class="method-member-container flex flex-col w-100 overflow-auto mt-20">
<strong>Parameters:</strong>
<table class="params">
<thead>
<tr>
<th>Name</th>
<th>Type</th>
<th>Attributes</th>
<th>Default</th>
<th class="last">Description</th>
</tr>
</thead>
<tbody>
<tr>
<td class="name"><code>X</code></td>
<td class="type">
<span class="param-type"><a href="Matrix.html">Matrix</a></span>
</td>
<td class="attributes">
</td>
<td class="default">
</td>
<td class="description last"><p>the high-dimensional data.</p></td>
</tr>
<tr>
<td class="name"><code>d</code></td>
<td class="type">
<span class="param-type">Number</span>
</td>
<td class="attributes">
<optional><br>
</td>
<td class="default">
2
</td>
<td class="description last"><p>the dimensionality of the projection.</p></td>
</tr>
<tr>
<td class="name"><code>metric</code></td>
<td class="type">
<span class="param-type">function</span>
</td>
<td class="attributes">
<optional><br>
</td>
<td class="default">
euclidean
</td>
<td class="description last"><p>the metric which defines the distance between two points.</p></td>
</tr>
</tbody>
</table>
</div>
<dl class="details">
<div class="details-item-container">
<dt class="tag-source">Source:</dt>
<dd class="tag-source"><ul class="dummy"><li>
<a href="dimred_HIPP.js.html">dimred/HIPP.js</a>, <a href="dimred_HIPP.js.html#line9">line 9</a>
</li></ul></dd>
</div>
</dl>
<div class="method-member-container mt-20">
<strong>Returns:</strong>
<dl class="param-type">
<dt>
Type
</dt>
<dd>
<span class="param-type"><a href="HIPP.html">HIPP</a></span>
</dd>
</dl>
</div>
</div>
<h3 class="subsection-title">Extends</h3>
<ul>
<li><a href="DR.html">DR</a></li>
</ul>
<h3 class="subsection-title">Members</h3>
<h4 class="name" id="projection">
<a href="#projection">#</a>
<span class="type-signature"></span>projection<span class="type-signature"></span>
</h4>
<dl class="details">
<div class="details-item-container">
<dt class="tag-overrides">Overrides:</dt>
<dd class="tag-overrides"><ul class="dummy"><li>
<a href="DR.html#projection">DR#projection</a>
</li></ul></dd>
</div>
<div class="details-item-container">
<dt class="tag-source">Source:</dt>
<dd class="tag-source"><ul class="dummy"><li>
<a href="dimred_HIPP.js.html">dimred/HIPP.js</a>, <a href="dimred_HIPP.js.html#line36">line 36</a>
</li></ul></dd>
</div>
</dl>
<h3 class="subsection-title">Methods</h3>
<h4 class="name" id="check_init">
<a href="#check_init">#</a>
<span class="type-signature"></span>check_init<span class="signature">()</span><span class="type-signature"> → {<a href="DR.html">DR</a>}</span>
</h4>
<div class="description">
<p>If the respective DR method has an <code>init</code> function, call it before <code>transform</code>.</p>
</div>
<dl class="details">
<div class="details-item-container">
<dt class="tag-overrides">Overrides:</dt>
<dd class="tag-overrides"><ul class="dummy"><li>
<a href="DR.html#check_init">DR#check_init</a>
</li></ul></dd>
</div>
<div class="details-item-container">
<dt class="tag-source">Source:</dt>
<dd class="tag-source"><ul class="dummy"><li>
<a href="dimred_DR.js.html">dimred/DR.js</a>, <a href="dimred_DR.js.html#line93">line 93</a>
</li></ul></dd>
</div>
</dl>
<div class="method-member-container mt-20">
<strong>Returns:</strong>
<dl class="param-type">
<dt>
Type
</dt>
<dd>
<span class="param-type"><a href="DR.html">DR</a></span>
</dd>
</dl>
</div>
<h4 class="name" id="generator">
<a href="#generator">#</a>
<span class="type-signature">(generator) </span>generator<span class="signature">()</span><span class="type-signature"> → {Generator}</span>
</h4>
<div class="description">
<p>Computes the projection.</p>
</div>
<dl class="details">
<div class="details-item-container">
<dt class="tag-overrides">Overrides:</dt>
<dd class="tag-overrides"><ul class="dummy"><li>
<a href="DR.html#generator">DR#generator</a>
</li></ul></dd>
</div>
<div class="details-item-container">
<dt class="tag-source">Source:</dt>
<dd class="tag-source"><ul class="dummy"><li>
<a href="dimred_DR.js.html">dimred/DR.js</a>, <a href="dimred_DR.js.html#line85">line 85</a>
</li></ul></dd>
</div>
</dl>
<div class="method-member-container mt-20">
<strong>Returns:</strong>
<div class="param-desc">
<ul>
<li>A generator yielding the intermediate steps of the dimensionality reduction method.</li>
</ul>
</div>
<dl class="param-type">
<dt>
Type
</dt>
<dd>
<span class="param-type">Generator</span>
</dd>
</dl>
</div>
<h4 class="name" id="parameter">
<a href="#parameter">#</a>
<span class="type-signature"></span>parameter<span class="signature">(name, value<span class="signature-attributes">opt</span>)</span><span class="type-signature"> → {<a href="DR.html">DR</a>|any}</span>
</h4>
<div class="description">
<p>Set and get parameters</p>
</div>
<div class="method-member-container flex flex-col w-100 overflow-auto mt-20">
<strong>Parameters:</strong>
<table class="params">
<thead>
<tr>
<th>Name</th>
<th>Type</th>
<th>Attributes</th>
<th>Default</th>
<th class="last">Description</th>
</tr>
</thead>
<tbody>
<tr>
<td class="name"><code>name</code></td>
<td class="type">
<span class="param-type">String</span>
</td>
<td class="attributes">
</td>
<td class="default">
</td>
<td class="description last"><p>name of the parameter.</p></td>
</tr>
<tr>
<td class="name"><code>value</code></td>
<td class="type">
<span class="param-type">any</span>
</td>
<td class="attributes">
<optional><br>
</td>
<td class="default">
null
</td>
<td class="description last"><p>value of the parameter to set.</p></td>
</tr>
</tbody>
</table>
</div>
<dl class="details">
<div class="details-item-container">
<dt class="tag-overrides">Overrides:</dt>
<dd class="tag-overrides"><ul class="dummy"><li>
<a href="DR.html#parameter">DR#parameter</a>
</li></ul></dd>
</div>
<div class="details-item-container">
<dt class="tag-source">Source:</dt>
<dd class="tag-source"><ul class="dummy"><li>
<a href="dimred_DR.js.html">dimred/DR.js</a>, <a href="dimred_DR.js.html#line51">line 51</a>
</li></ul></dd>
</div>
</dl>
<div class="method-member-container mt-20">
<strong>Returns:</strong>
<div class="param-desc">
<ul>
<li>On setting a parameter, this function returns the DR object. If <code>value == null</code> then return actual parameter value.</li>
</ul>
</div>
<dl class="param-type">
<dt>
Type
</dt>
<dd>
<span class="param-type"><a href="DR.html">DR</a></span>
|
<span class="param-type">any</span>
</dd>
</dl>
</div>
<div class="method-member-container flex flex-col w-100 overflow-auto mt-20">
<strong>Example</strong>
<div class="rel">
<pre class="prettyprint"><code>const DR = new druid.TSNE(X, {d: 3}); // creates a new DR object, with parameter for <code>d</code> = 3.
DR.parameter("d"); // returns 3,
DR.parameter("d", 2); // sets parameter <code>d</code> to 2 and returns <code>DR</code>.</code></pre>
</div>
</div>
<h4 class="name" id="transform">
<a href="#transform">#</a>
<span class="type-signature"></span>transform<span class="signature">()</span><span class="type-signature"> → {<a href="Matrix.html">Matrix</a>}</span>
</h4>
<div class="description">
<p>Computes the projection.</p>
</div>