diabetes

Data relating to a study of disease progression one year after baseline.

datasets

Implementation of the SIC epsilon-telescope method, either
using single or distributional (multiparameter) regression. Includes classical regression
with normally distributed errors and robust regression, where the errors are from
the Laplace distribution. The "smooth generalized normal distribution" is used,
where the estimation of an additional shape parameter allows the user to move
smoothly between both types of regression. See O'Neill and Burke (2022)
"Robust Distributional Regression with Automatic Variable Selection" for more details.
<arXiv:2212.07317>. This package also contains the data analyses from O'Neill and
Burke (2023). "Variable selection using a smooth information criterion for distributional
regression models". <doi:10.1007/s11222-023-10204-8>.

Meadhbh O'Neill

smoothic

Variable Selection Using a Smooth Information Criterion

Kevin Burke

diabetes function

A data frame with 442 rows and 11 variables:<dl>
 <dt>AGE</dt>
<dd>age of the patient</dd> <dt>SEX</dt>
<dd>sex of the patient</dd> <dt>BMI</dt>
<dd>body mass index of the patient</dd> <dt>BP</dt>
<dd>blood pressure of the patient</dd> <dt>S1</dt>
<dd>blood serum measurement 1</dd> <dt>S2</dt>
<dd>blood serum measurement 2</dd> <dt>S3</dt>
<dd>blood serum measurement 3</dd> <dt>S4</dt>
<dd>blood serum measurement 4</dd> <dt>S5</dt>
<dd>blood serum measurement 5</dd> <dt>S6</dt>
<dd>blood serum measurement 6</dd> <dt>Y</dt>
<dd>quantitative measure of disease progression one year after baseline</dd> 
</dl>

Format

Diabetes Data — diabetes

A data frame with 442 rows and 11 variables:<dl>
 <dt>AGE</dt>
<dd>age of the patient</dd>

 <dt>SEX</dt>
<dd>sex of the patient</dd>

 <dt>BMI</dt>
<dd>body mass index of the patient</dd>

 <dt>BP</dt>
<dd>blood pressure of the patient</dd>

 <dt>S1</dt>
<dd>blood serum measurement 1</dd>

 <dt>S2</dt>
<dd>blood serum measurement 2</dd>

 <dt>S3</dt>
<dd>blood serum measurement 3</dd>

 <dt>S4</dt>
<dd>blood serum measurement 4</dd>

 <dt>S5</dt>
<dd>blood serum measurement 5</dd>

 <dt>S6</dt>
<dd>blood serum measurement 6</dd>

 <dt>Y</dt>
<dd>quantitative measure of disease progression one year after baseline</dd>

 
</dl>

diabetes: Diabetes Data

Description

Usage

Arguments

Format

References