LinearModel

<p>Linear Regression Model for Case-Based-Reasoning</p>
<p>Linear Regression Model for Case-Based-Reasoning</p>

Case-based reasoning is a problem-solving methodology that involves solving a new problem by referring to the solution of a similar problem in a large set of previously solved problems. The key aspect of Case Based Reasoning is to determine the problem that "most closely" matches the new problem at hand. This is achieved by defining a family of distance functions and using these distance functions as parameters for local averaging regression estimates of the final result. The optimal distance function is chosen based on a specific error measure used in regression estimation. This approach allows for efficient problem-solving by leveraging past experiences and adapting solutions from similar cases. The underlying concept is inspired by the work of Dippon J. (2002) <doi:10.1016/S0167-9473(02)00058-0>.

Dr. Mueller

CaseBasedReasoning

Case Based Reasoning

Simon Mueller

PD Dr. Juergen Dippon

LinearModel function

<p><code>CaseBasedReasoning::CBRBase</code> -&gt; <code>CaseBasedReasoning::RegressionModel</code> -&gt; <code>LinearModel</code></p>

Super classes

<p><div class="r6-fields"></div></p><dl>
<dt><code>model</code></dt>
<dd><p>the statistical model</p></dd><p></p><p>
</p></dl><p></p>

Public fields


<div class="section" id="public-methods">
<h3>Public methods</h3><p></p><p><ul>
<li><p><a href="/link/LinearModel%24clone()?package=CaseBasedReasoning&version=0.3" data-mini-rdoc="CaseBasedReasoning::LinearModel$clone()"><code>LinearModel$clone()</code></a></p></li>
</ul></p><p></p></div><p><details><summary>Inherited methods</summary>
<ul>
<li><span class="pkg-link" data-pkg="CaseBasedReasoning" data-topic="CBRBase" data-id="calc_distance_matrix"><a href="/link/CaseBasedReasoning%3A%3ACBRBase%24calc_distance_matrix()?package=CaseBasedReasoning&version=0.3" data-mini-rdoc="CaseBasedReasoning::CaseBasedReasoning::CBRBase$calc_distance_matrix()"><code>CaseBasedReasoning::CBRBase$calc_distance_matrix()</code></a></span></li>
<li><span class="pkg-link" data-pkg="CaseBasedReasoning" data-topic="CBRBase" data-id="get_similar_cases"><a href="/link/CaseBasedReasoning%3A%3ACBRBase%24get_similar_cases()?package=CaseBasedReasoning&version=0.3" data-mini-rdoc="CaseBasedReasoning::CaseBasedReasoning::CBRBase$get_similar_cases()"><code>CaseBasedReasoning::CBRBase$get_similar_cases()</code></a></span></li>
<li><span class="pkg-link" data-pkg="CaseBasedReasoning" data-topic="CBRBase" data-id="initialize"><a href="/link/CaseBasedReasoning%3A%3ACBRBase%24initialize()?package=CaseBasedReasoning&version=0.3" data-mini-rdoc="CaseBasedReasoning::CaseBasedReasoning::CBRBase$initialize()"><code>CaseBasedReasoning::CBRBase$initialize()</code></a></span></li>
<li><span class="pkg-link" data-pkg="CaseBasedReasoning" data-topic="RegressionModel" data-id="fit"><a href="/link/CaseBasedReasoning%3A%3ARegressionModel%24fit()?package=CaseBasedReasoning&version=0.3" data-mini-rdoc="CaseBasedReasoning::CaseBasedReasoning::RegressionModel$fit()"><code>CaseBasedReasoning::RegressionModel$fit()</code></a></span></li>
<li><span class="pkg-link" data-pkg="CaseBasedReasoning" data-topic="RegressionModel" data-id="print"><a href="/link/CaseBasedReasoning%3A%3ARegressionModel%24print()?package=CaseBasedReasoning&version=0.3" data-mini-rdoc="CaseBasedReasoning::CaseBasedReasoning::RegressionModel$print()"><code>CaseBasedReasoning::RegressionModel$print()</code></a></span></li>
<li><span class="pkg-link" data-pkg="CaseBasedReasoning" data-topic="RegressionModel" data-id="variable_selection"><a href="/link/CaseBasedReasoning%3A%3ARegressionModel%24variable_selection()?package=CaseBasedReasoning&version=0.3" data-mini-rdoc="CaseBasedReasoning::CaseBasedReasoning::RegressionModel$variable_selection()"><code>CaseBasedReasoning::RegressionModel$variable_selection()</code></a></span></li>
</ul>
</details></p><p><hr>
<a id="method-LinearModel-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>LinearModel$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

Linear Regression Model for Case-Based-Reasoning — LinearModel

<p><div class="r6-fields"></p><dl>
<dt><code>model</code></dt>
<dd><p>the statistical model</p></dd>


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


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

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

</div><p><details><summary>Inherited methods</summary>
<ul>
<li><span class="pkg-link" data-pkg="CaseBasedReasoning" data-topic="CBRBase" data-id="calc_distance_matrix"><a href='../../CaseBasedReasoning/html/CBRBase.html#method-CBRBase-calc_distance_matrix'><code>CaseBasedReasoning::CBRBase$calc_distance_matrix()</code></a></span></li>
<li><span class="pkg-link" data-pkg="CaseBasedReasoning" data-topic="CBRBase" data-id="get_similar_cases"><a href='../../CaseBasedReasoning/html/CBRBase.html#method-CBRBase-get_similar_cases'><code>CaseBasedReasoning::CBRBase$get_similar_cases()</code></a></span></li>
<li><span class="pkg-link" data-pkg="CaseBasedReasoning" data-topic="CBRBase" data-id="initialize"><a href='../../CaseBasedReasoning/html/CBRBase.html#method-CBRBase-initialize'><code>CaseBasedReasoning::CBRBase$initialize()</code></a></span></li>
<li><span class="pkg-link" data-pkg="CaseBasedReasoning" data-topic="RegressionModel" data-id="fit"><a href='../../CaseBasedReasoning/html/RegressionModel.html#method-RegressionModel-fit'><code>CaseBasedReasoning::RegressionModel$fit()</code></a></span></li>
<li><span class="pkg-link" data-pkg="CaseBasedReasoning" data-topic="RegressionModel" data-id="print"><a href='../../CaseBasedReasoning/html/RegressionModel.html#method-RegressionModel-print'><code>CaseBasedReasoning::RegressionModel$print()</code></a></span></li>
<li><span class="pkg-link" data-pkg="CaseBasedReasoning" data-topic="RegressionModel" data-id="variable_selection"><a href='../../CaseBasedReasoning/html/RegressionModel.html#method-RegressionModel-variable_selection'><code>CaseBasedReasoning::RegressionModel$variable_selection()</code></a></span></li>
</ul>
</details>

<hr>
<a id="method-LinearModel-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>LinearModel$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>


LinearModel: Linear Regression Model for Case-Based-Reasoning

Description

Arguments

Super classes

Public fields

Methods

Public methods

Method `clone()`

Usage

Arguments

Description

Arguments

Super classes

Public fields

Methods

Public methods

Method clone()

Usage

Arguments

Method `clone()`