August 22, 2019 Poster Open Access

Manica Matteo; Cadow Joris; Mathis Roland; Rodriguez Martinez Maria

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    <subfield code="a">27th Conference on Intelligent Systems for Molecular Biology and the 18th European Conference on Computational Biology</subfield>
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    <subfield code="a">PIMKL: Pathway Induced Multiple Kernel Learning</subfield>
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    <subfield code="a">&lt;p&gt;What&lt;/p&gt;

&lt;p&gt;&amp;bull; Accurate phenotype classification&lt;br&gt;
&amp;bull; Biological interpretability&lt;br&gt;
&amp;bull; Robustness to noise&lt;br&gt;
&amp;bull; Handling curse of dimensionality&lt;/p&gt;

&lt;p&gt;How&lt;/p&gt;

&lt;p&gt;Exploit prior knowledge from biological&lt;br&gt;
networks&lt;br&gt;
&amp;bull; Apply multiple kernel learning for&lt;br&gt;
feature encoding&lt;br&gt;
&amp;bull; Use pathway annotations to enable&lt;br&gt;
interpretability&lt;/p&gt;</subfield>
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