agraph-class

lparm,agraph-method

gparm,agraph-method

lparm&lt;-,agraph-method

gparm&lt;-,agraph-method

classes

Implements several safe graph-based semi-supervised learning algorithms. The first algorithm is the Semi-Supervised Semi-Parametric Model (S4PM) and the fast Anchor Graph version of this approach. For additional technical details, refer to Culp and Ryan (2013) <http://jmlr.org/papers/v14/culp13a.html>, Ryan and Culp (2015) <http://www.jmlr.org/papers/v16/ryan15a.html> and the package vignette. The underlying fitting routines are executed in C++. All tuning parameter estimation is optimized using K-fold Cross-Validation.

Mark Culp

SemiSupervised

Safe Semi-Supervised Learning Tools

agraph-class function

Objects can be created by calls of the form <code>new("agraph", ...)</code>.
or by calling the <code><a rd-options="" href="/link/agraph?package=SemiSupervised&version=1.0" data-mini-rdoc="SemiSupervised::agraph">agraph</a></code> function.

Objects from the Class

<dl class="dl-horizontal">
 <dt>lparm</dt><dd>Object of class &#8216;parm&#8217; contains
 lambda parameter values used.</dd>
 <dt>gparm</dt><dd>Object of class &#8216;parm&#8217; contains the
 gamma parameter value used.</dd>
 </dl>

Slots

<dl class="dl-horizontal">
 <dt>lparm</dt><dd><code>signature(object = "agraph")</code>: returns the lambda 
 	parameter values used.</dd>
 <dt>gparm</dt><dd><code>signature(object = "agraph")</code>: returns the
 gamma parameter value used.</dd>
 </dl>

Methods

Class &#8216;agraph&#8217; — agraph-class

Objects can be created by calls of the form <code>new("agraph", ...)</code>.
or by calling the <code><a rd-options='' href='agraph'>agraph</a></code> function.

<dl class='dl-horizontal'>
 <dt>lparm</dt><dd>Object of class &#8216;parm&#8217; contains
 lambda parameter values used.</dd>
 <dt>gparm</dt><dd>Object of class &#8216;parm&#8217; contains the
 gamma parameter value used.</dd>
 </dl>

<dl class='dl-horizontal'>
 <dt>lparm</dt><dd><code>signature(object = "agraph")</code>: returns the lambda 
 	parameter values used.</dd>
 <dt>gparm</dt><dd><code>signature(object = "agraph")</code>: returns the
 gamma parameter value used.</dd>
 </dl>

agraph-class: Class ‘agraph’

Description

Arguments

Objects from the Class

Slots

Methods

See Also