Description: Implements stacked elastic net regression (Rauschenberger 2020, <doi:10.1093/bioinformatics/btaa535>). The elastic net generalises ridge and lasso regularisation (Zou 2005, <doi:10.1111/j.1467-9868.2005.00503.x>). Instead of fixing or tuning the mixing parameter alpha, we combine multiple alpha by stacked generalisation (Wolpert 1992 <doi:10.1016/S0893-6080(05)80023-1>).
Description: Implements stacked elastic net regression (Rauschenberger 2020, <doi:10.1093/bioinformatics/btaa535>). The elastic net generalises ridge and lasso regularisation (Zou 2005, <doi:10.1111/j.1467-9868.2005.00503.x>). Instead of fixing or tuning the mixing parameter alpha, we combine multiple alpha by stacked generalisation (Wolpert 1992 <doi:10.1016/S0893-6080(05)80023-1>).
<p>The <code>starnet</code> manuscript is in preparation. Click <ahref="https://CRAN.R-project.org/package=starnet">here</a> for the R package.</p>
<p>The <code>starnet</code> manuscript is in preparation. Click <ahref="https://CRAN.R-project.org/package=starnet">here</a> for the R package.</p>
<p>Click <ahref="https://academic.oup.com/bioinformatics/advance-article-pdf/doi/10.1093/bioinformatics/btaa535/33263777/btaa535.pdf">here</a> to download article.</p>
<p>A Rauschenberger, E Glaab, and MA van de Wiel (2020). “Predictive and interpretable models via the stacked elastic net”. <em>Manuscript in preparation.</em></p>
<p>A Rauschenberger, E Glaab, and MA van de Wiel (2020). “Predictive and interpretable models via the stacked elastic net”. <em>Bioinformatics.</em><ahref="https://doi.org/10.1093/bioinformatics/btaa535">doi: 10.1093/bioinformatics/btaa535</a></p>
<p>A Rauschenberger, E Glaab, and MA van de Wiel (2020). “Predictive and interpretable models via the stacked elastic net”. <em>Bioinformatics.</em>In press.</p>
<p>A Rauschenberger, E Glaab, and MA van de Wiel (2020). “Predictive and interpretable models via the stacked elastic net”. <em>Bioinformatics.</em><ahref="https://doi.org/10.1093/bioinformatics/btaa535">doi: 10.1093/bioinformatics/btaa535</a></p>
<p>Armin Rauschenberger, Enrico Glaab, and Mark A. van de Wiel (2020). "Predictive and interpretable models via the stacked elastic net", Bioinformatics, In press. https://doi.org/10.1093/bioinformatics/btaa535</p>
<pre>@Article{,
title = {Predictive and interpretable models via the stacked elastic net},
author = {Armin Rauschenberger and Enrico Glaab and Mark A. {van de Wiel}},
<p>Click <ahref="https://academic.oup.com/bioinformatics/advance-article-pdf/doi/10.1093/bioinformatics/btaa535/33263777/btaa535.pdf">here</a> to download article.</p>
<p>A Rauschenberger, E Glaab, and MA van de Wiel (2020). “Predictive and interpretable models via the stacked elastic net”. <em>Bioinformatics.</em><ahref="https://doi.org/10.1093/bioinformatics/btaa535">doi: 10.1093/bioinformatics/btaa535</a></p>
</div>
<!-- code folding -->
<!-- dynamically load mathjax for compatibility with self-contained -->
<p>A Rauschenberger, E Glaab, and MA van de Wiel (2020). “Predictive and interpretable models via the stacked elastic net”. <em>Manuscript in preparation.</em></p>
<p>A Rauschenberger, E Glaab, and MA van de Wiel (2020). “Predictive and interpretable models via the stacked elastic net”. <em>Bioinformatics.</em><ahref="https://doi.org/10.1093/bioinformatics/btaa535">doi: 10.1093/bioinformatics/btaa535</a></p>
