This function predicts the expected output through a DEA model.

Includes functions to estimate production frontiers
and make ideal output predictions in the Data Envelopment Analysis (DEA)
context using both standard models from DEA and Free Disposal Hull (FDH)
and boosting techniques. In particular, EATBoosting (Guillen et al., 2023
<doi:10.1016/j.eswa.2022.119134>) and MARSBoosting. Moreover, the package
includes code for estimating several technical efficiency measures using
different models such as the input and output-oriented radial measures, the
input and output-oriented Russell measures, the Directional Distance
Function (DDF), the Weighted Additive Measure (WAM) and the Slacks-Based
Measure (SBM).

Maria D. Guillen

boostingDEA

A Boosting Approach to Data Envelopment Analysis

Juan Aparicio

Víctor España

ERG function

<dl><dt>data</dt>
<dd><code>data.frame</code> or <code>matrix</code> containing the new variables
in the model.</dd>
<dt>x</dt>
<dd>Vector. Column input indexes in data.</dd>
<dt>y</dt>
<dd>Vector. Column output indexes in data.</dd>
<dt>dataOriginal</dt>
<dd><code>data.frame</code> or <code>matrix</code> containing the
original
variables used to create the model.</dd>
<dt>xOriginal</dt>
<dd>Vector. Column input indexes in original data.</dd>
<dt>yOriginal</dt>
<dd>Vector. Column output indexes in original data.</dd>
<dt>FDH</dt>
<dd>Binary decision variables</dd></dl>

Arguments

Enhanced Russell Graph measure — ERG

<dl>

<dt>data</dt>
<dd><code>data.frame</code> or <code>matrix</code> containing the new variables
in the model.</dd>


<dt>x</dt>
<dd>Vector. Column input indexes in data.</dd>


<dt>y</dt>
<dd>Vector. Column output indexes in data.</dd>


<dt>dataOriginal</dt>
<dd><code>data.frame</code> or <code>matrix</code> containing the
original
variables used to create the model.</dd>


<dt>xOriginal</dt>
<dd>Vector. Column input indexes in original data.</dd>


<dt>yOriginal</dt>
<dd>Vector. Column output indexes in original data.</dd>


<dt>FDH</dt>
<dd>Binary decision variables</dd>

</dl>

ERG: Enhanced Russell Graph measure

Description

Usage

Value

Arguments