data_pltr

A data frame to test the functions of the package

datasets

Combining a generalized linear model with an additional tree part
on the same scale. A four-step procedure is proposed to fit the model and test
the joint effect of the selected tree part while adjusting on confounding factors.
We also proposed an ensemble procedure based on the bagging to improve prediction
accuracy and computed several scores of importance for variable selection.
See 'Cyprien Mbogning et al.'(2014)<doi:10.1186/2043-9113-4-6> and
'Cyprien Mbogning et al.'(2015)<doi:10.1159/000380850>
for an overview of all the methods implemented in this package.

Cyprien Mbogning

GPLTR

Generalized Partially Linear Tree-Based Regression Model

data_pltr function

A data frame with 3000 observations on the following 16 variables.<dl>
 <dt><code>G1</code></dt>
<dd>a numeric vector</dd> <dt><code>G2</code></dt>
<dd>a factor with levels <code>0</code> <code>1</code></dd> <dt><code>G3</code></dt>
<dd>a factor with levels <code>0</code> <code>1</code></dd> <dt><code>G4</code></dt>
<dd>a factor with levels <code>0</code> <code>1</code></dd> <dt><code>G5</code></dt>
<dd>a factor with levels <code>0</code> <code>1</code></dd> <dt><code>G6</code></dt>
<dd>a binary numeric vector</dd> <dt><code>G7</code></dt>
<dd>a binary numeric vector</dd> <dt><code>G8</code></dt>
<dd>a binary numeric vector</dd> <dt><code>G9</code></dt>
<dd>a binary numeric vector</dd> <dt><code>G10</code></dt>
<dd>a binary numeric vector</dd> <dt><code>G11</code></dt>
<dd>a binary numeric vector</dd> <dt><code>G12</code></dt>
<dd>a binary numeric vector</dd> <dt><code>G13</code></dt>
<dd>a binary numeric vector</dd> <dt><code>G14</code></dt>
<dd>a binary numeric vector</dd> <dt><code>G15</code></dt>
<dd>a binary numeric vector</dd> <dt><code>Y</code></dt>
<dd>a binary numeric vector</dd> 
</dl>

Format

gpltr data example — data_pltr

A data frame with 3000 observations on the following 16 variables.<dl>
 <dt><code>G1</code></dt>
<dd>a numeric vector</dd>

 <dt><code>G2</code></dt>
<dd>a factor with levels <code>0</code> <code>1</code></dd>

 <dt><code>G3</code></dt>
<dd>a factor with levels <code>0</code> <code>1</code></dd>

 <dt><code>G4</code></dt>
<dd>a factor with levels <code>0</code> <code>1</code></dd>

 <dt><code>G5</code></dt>
<dd>a factor with levels <code>0</code> <code>1</code></dd>

 <dt><code>G6</code></dt>
<dd>a binary numeric vector</dd>

 <dt><code>G7</code></dt>
<dd>a binary numeric vector</dd>

 <dt><code>G8</code></dt>
<dd>a binary numeric vector</dd>

 <dt><code>G9</code></dt>
<dd>a binary numeric vector</dd>

 <dt><code>G10</code></dt>
<dd>a binary numeric vector</dd>

 <dt><code>G11</code></dt>
<dd>a binary numeric vector</dd>

 <dt><code>G12</code></dt>
<dd>a binary numeric vector</dd>

 <dt><code>G13</code></dt>
<dd>a binary numeric vector</dd>

 <dt><code>G14</code></dt>
<dd>a binary numeric vector</dd>

 <dt><code>G15</code></dt>
<dd>a binary numeric vector</dd>

 <dt><code>Y</code></dt>
<dd>a binary numeric vector</dd>

 
</dl>

data_pltr: gpltr data example

Description

Usage

Arguments

Format

Details

Examples