BUPA

<p>345 male patients' blood test result and liver disorder status.</p>

The COSSO regularization method automatically
estimates and selects important function components by a
soft-thresholding penalty in the context of smoothing spline
ANOVA models. Implemented models include mean regression,
quantile regression, logistic regression and the Cox regression
models.

Isaac Ray

cosso

Fit Regularized Nonparametric Regression Models Using COSSO
Penalty

Hao Helen Zhang

Chen-Yen Lin

BUPA function


<table class="table">
<tr><td>CLASS</td><td>0: no liver disorder 1: liver disorder</td></tr>
<tr><td>MCV</td><td>mean corpuscular volume. minimum 65 and maximum 103 in original scale.</td></tr>
<tr><td>ALKPHOS</td><td>alkaline phosphotase. minimum 23 and maximum 138 in original scale.</td></tr>
<tr><td>SGPT</td><td>alamine aminotransferase. minimum 4 and maximum 155 in original scale.</td></tr>
<tr><td>SGOT</td><td>aspartate aminotransferase. minimum 5 and maximum 82 in original scale.</td></tr>
<tr><td>GAMMAGT</td><td>gamma-glutamyl transpeptidase. minimum 5 and maximum 297 in original scale.</td></tr>
<tr><td>DRINKS</td><td>number of alcoholic beverages drunk per day. minimum 0 and maximum 20 in original scale.</td></tr>
</table><p></p><p></p>

Format

BUPA Liver Disorder Data — BUPA


<table class='table'>
<tr><td>CLASS</td><td>0: no liver disorder 1: liver disorder</td></tr>
<tr><td>MCV</td><td>mean corpuscular volume. minimum 65 and maximum 103 in original scale.</td></tr>
<tr><td>ALKPHOS</td><td>alkaline phosphotase. minimum 23 and maximum 138 in original scale.</td></tr>
<tr><td>SGPT</td><td>alamine aminotransferase. minimum 4 and maximum 155 in original scale.</td></tr>
<tr><td>SGOT</td><td>aspartate aminotransferase. minimum 5 and maximum 82 in original scale.</td></tr>
<tr><td>GAMMAGT</td><td>gamma-glutamyl transpeptidase. minimum 5 and maximum 297 in original scale.</td></tr>
<tr><td>DRINKS</td><td>number of alcoholic beverages drunk per day. minimum 0 and maximum 20 in original scale.</td></tr>
</table>



BUPA: BUPA Liver Disorder Data

Description

Usage

Arguments

Format

Details

CLASS	0: no liver disorder 1: liver disorder
MCV	mean corpuscular volume. minimum 65 and maximum 103 in original scale.
ALKPHOS	alkaline phosphotase. minimum 23 and maximum 138 in original scale.
SGPT	alamine aminotransferase. minimum 4 and maximum 155 in original scale.
SGOT	aspartate aminotransferase. minimum 5 and maximum 82 in original scale.
GAMMAGT	gamma-glutamyl transpeptidase. minimum 5 and maximum 297 in original scale.
DRINKS	number of alcoholic beverages drunk per day. minimum 0 and maximum 20 in original scale.