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<table>
<thead>
<tr class="header">
<th>Interactors dataset</th>
<th style="text-align: center;">Single filter</th>
<th style="text-align: center;">Filter ensemble</th>
</tr>
</thead>
<tbody>
<tr class="odd">
<td>InfoGain</td>
<td style="text-align: center;">0.717</td>
<td style="text-align: center;">0.71</td>
</tr>
<tr class="even">
<td>Chi2</td>
<td style="text-align: center;">0.717</td>
<td style="text-align: center;">0.696</td>
</tr>
<tr class="odd">
<td>DecisionStump</td>
<td style="text-align: center;">0.710</td>
<td style="text-align: center;">0.686</td>
</tr>
<tr class="even">
<td>AsymmetricOptimalPrediction</td>
<td style="text-align: center;">0.719</td>
<td style="text-align: center;">0.728</td>
</tr>
<tr class="odd">
<td>LogOddsRatio</td>
<td style="text-align: center;">0.720</td>
<td style="text-align: center;">0.735</td>
</tr>
<tr class="even">
<td>AutoFilter</td>
<td style="text-align: center;">0.707</td>
<td style="text-align: center;"></td>
</tr>
<tr class="odd">
<td>Baseline</td>
<td style="text-align: center;">0.718</td>
<td style="text-align: center;"></td>
</tr>
</tbody>
</table>
<table>
<thead>
<tr class="header">
<th>GO terms dataset</th>
<th style="text-align: center;">Single filter</th>
<th style="text-align: center;">Filter ensemble</th>
</tr>
</thead>
<tbody>
<tr class="odd">
<td>InfoGain</td>
<td style="text-align: center;">0.808</td>
<td style="text-align: center;">0.839</td>
</tr>
<tr class="even">
<td>Chi2</td>
<td style="text-align: center;">0.808</td>
<td style="text-align: center;">0.83</td>
</tr>
<tr class="odd">
<td>DecisionStump</td>
<td style="text-align: center;">0.822</td>
<td style="text-align: center;">0.826</td>
</tr>
<tr class="even">
<td>AsymmetricOptimalPrediction</td>
<td style="text-align: center;">0.815</td>
<td style="text-align: center;">0.796</td>
</tr>
<tr class="odd">
<td>LogOddsRatio</td>
<td style="text-align: center;">0.820</td>
<td style="text-align: center;">0.805</td>
</tr>
<tr class="even">
<td>AutoFilter</td>
<td style="text-align: center;">0.804</td>
<td style="text-align: center;"></td>
</tr>
<tr class="odd">
<td>Baseline</td>
<td style="text-align: center;">0.806</td>
<td style="text-align: center;"></td>
</tr>
</tbody>
</table>
<table>
<thead>
<tr class="header">
<th>Phenotypes dataset</th>
<th style="text-align: center;">Single filter</th>
<th style="text-align: center;">Filter ensemble</th>
</tr>
</thead>
<tbody>
<tr class="odd">
<td>InfoGain</td>
<td style="text-align: center;">0.726</td>
<td style="text-align: center;">0.7</td>
</tr>
<tr class="even">
<td>Chi2</td>
<td style="text-align: center;">0.726</td>
<td style="text-align: center;">0.747</td>
</tr>
<tr class="odd">
<td>DecisionStump</td>
<td style="text-align: center;">0.722</td>
<td style="text-align: center;">0.734</td>
</tr>
<tr class="even">
<td>AsymmetricOptimalPrediction</td>
<td style="text-align: center;">0.722</td>
<td style="text-align: center;">0.71</td>
</tr>
<tr class="odd">
<td>LogOddsRatio</td>
<td style="text-align: center;">0.719</td>
<td style="text-align: center;">0.757</td>
</tr>
<tr class="even">
<td>AutoFilter</td>
<td style="text-align: center;">0.741</td>
<td style="text-align: center;"></td>
</tr>
<tr class="odd">
<td>Baseline</td>
<td style="text-align: center;">0.723</td>
<td style="text-align: center;"></td>
</tr>
</tbody>
</table>
<table>
<thead>
<tr class="header">
<th>GenAge/GenDR dataset</th>
<th style="text-align: center;">Single filter</th>
<th style="text-align: center;">Filter ensemble</th>
</tr>
</thead>
<tbody>
<tr class="odd">
<td>InfoGain</td>
<td style="text-align: center;">0.746</td>
<td style="text-align: center;">0.779</td>
</tr>
<tr class="even">
<td>Chi2</td>
<td style="text-align: center;">0.746</td>
<td style="text-align: center;">0.762</td>
</tr>
<tr class="odd">
<td>DecisionStump</td>
<td style="text-align: center;">0.749</td>
<td style="text-align: center;">0.693</td>
</tr>
<tr class="even">
<td>AsymmetricOptimalPrediction</td>
<td style="text-align: center;">0.747</td>
<td style="text-align: center;">0.735</td>
</tr>
<tr class="odd">
<td>LogOddsRatio</td>
<td style="text-align: center;">0.748</td>
<td style="text-align: center;">0.742</td>
</tr>
<tr class="even">
<td>AutoFilter</td>
<td style="text-align: center;">0.685</td>
<td style="text-align: center;"></td>
</tr>
<tr class="odd">
<td>Baseline</td>
<td style="text-align: center;">0.746</td>
<td style="text-align: center;"></td>
</tr>
</tbody>
</table>
<table>
<thead>
<tr class="header">
<th>Interactors dataset V2</th>
<th style="text-align: center;">Single filter</th>
<th style="text-align: center;">Filter ensemble</th>
</tr>
</thead>
<tbody>
<tr class="odd">
<td>InfoGain</td>
<td style="text-align: center;">0.706</td>
<td style="text-align: center;">0.683</td>
</tr>
<tr class="even">
<td>Chi2</td>
<td style="text-align: center;">0.706</td>
<td style="text-align: center;">0.708</td>
</tr>
<tr class="odd">
<td>DecisionStump</td>
<td style="text-align: center;">0.707</td>
<td style="text-align: center;">0.698</td>
</tr>
<tr class="even">
<td>AsymmetricOptimalPrediction</td>
<td style="text-align: center;">0.707</td>
<td style="text-align: center;">0.666</td>
</tr>
<tr class="odd">
<td>LogOddsRatio</td>
<td style="text-align: center;">0.712</td>
<td style="text-align: center;">0.7</td>
</tr>
<tr class="even">
<td>AutoFilter</td>
<td style="text-align: center;">0.666</td>
<td style="text-align: center;"></td>
</tr>
<tr class="odd">
<td>Baseline</td>
<td style="text-align: center;">0.713</td>
<td style="text-align: center;"></td>
</tr>
</tbody>
</table>
<table>
<thead>
<tr class="header">
<th>GO terms dataset V2</th>
<th style="text-align: center;">Single filter</th>
<th style="text-align: center;">Filter ensemble</th>
</tr>
</thead>
<tbody>
<tr class="odd">
<td>InfoGain</td>
<td style="text-align: center;">0.728</td>
<td style="text-align: center;">0.716</td>
</tr>
<tr class="even">
<td>Chi2</td>
<td style="text-align: center;">0.728</td>
<td style="text-align: center;">0.712</td>
</tr>
<tr class="odd">
<td>DecisionStump</td>
<td style="text-align: center;">0.735</td>
<td style="text-align: center;">0.74</td>
</tr>
<tr class="even">
<td>AsymmetricOptimalPrediction</td>
<td style="text-align: center;">0.735</td>
<td style="text-align: center;">0.69</td>
</tr>
<tr class="odd">
<td>LogOddsRatio</td>
<td style="text-align: center;">0.735</td>
<td style="text-align: center;">0.655</td>
</tr>
<tr class="even">
<td>AutoFilter</td>
<td style="text-align: center;">0.732</td>
<td style="text-align: center;"></td>
</tr>
<tr class="odd">
<td>Baseline</td>
<td style="text-align: center;">0.736</td>
<td style="text-align: center;"></td>
</tr>
</tbody>
</table>
<table>
<thead>
<tr class="header">
<th>Phenotypes dataset V2</th>
<th style="text-align: center;">Single filter</th>
<th style="text-align: center;">Filter ensemble</th>
</tr>
</thead>
<tbody>
<tr class="odd">
<td>InfoGain</td>
<td style="text-align: center;">0.668</td>
<td style="text-align: center;">0.697</td>
</tr>
<tr class="even">
<td>Chi2</td>
<td style="text-align: center;">0.668</td>
<td style="text-align: center;">0.699</td>
</tr>
<tr class="odd">
<td>DecisionStump</td>
<td style="text-align: center;">0.662</td>
<td style="text-align: center;">0.683</td>
</tr>
<tr class="even">
<td>AsymmetricOptimalPrediction</td>
<td style="text-align: center;">0.662</td>
<td style="text-align: center;">0.679</td>
</tr>
<tr class="odd">
<td>LogOddsRatio</td>
<td style="text-align: center;">0.666</td>
<td style="text-align: center;">0.682</td>
</tr>
<tr class="even">
<td>AutoFilter</td>
<td style="text-align: center;">0.664</td>
<td style="text-align: center;"></td>
</tr>
<tr class="odd">
<td>Baseline</td>
<td style="text-align: center;">0.662</td>
<td style="text-align: center;"></td>
</tr>
</tbody>
</table>
<table>
<thead>
<tr class="header">
<th>GenAge/GenDR dataset V2</th>
<th style="text-align: center;">Single filter</th>
<th style="text-align: center;">Filter ensemble</th>
</tr>
</thead>
<tbody>
<tr class="odd">
<td>InfoGain</td>
<td style="text-align: center;">0.683</td>
<td style="text-align: center;">0.646</td>
</tr>
<tr class="even">
<td>Chi2</td>
<td style="text-align: center;">0.683</td>
<td style="text-align: center;">0.665</td>
</tr>
<tr class="odd">
<td>DecisionStump</td>
<td style="text-align: center;">0.684</td>
<td style="text-align: center;">0.644</td>
</tr>
<tr class="even">
<td>AsymmetricOptimalPrediction</td>
<td style="text-align: center;">0.685</td>
<td style="text-align: center;">0.651</td>
</tr>
<tr class="odd">
<td>LogOddsRatio</td>
<td style="text-align: center;">0.686</td>
<td style="text-align: center;">0.661</td>
</tr>
<tr class="even">
<td>AutoFilter</td>
<td style="text-align: center;">0.668</td>
<td style="text-align: center;"></td>
</tr>
<tr class="odd">
<td>Baseline</td>
<td style="text-align: center;">0.684</td>
<td style="text-align: center;"></td>
</tr>
</tbody>
</table>
<table>
<thead>
<tr class="header">
<th>Drosophila Interactors dataset</th>
<th style="text-align: center;">Single filter</th>
<th style="text-align: center;">Filter ensemble</th>
</tr>
</thead>
<tbody>
<tr class="odd">
<td>InfoGain</td>
<td style="text-align: center;">0.500</td>
<td style="text-align: center;">0.5</td>
</tr>
<tr class="even">
<td>Chi2</td>
<td style="text-align: center;">0.500</td>
<td style="text-align: center;">0.594</td>
</tr>
<tr class="odd">
<td>DecisionStump</td>
<td style="text-align: center;">0.500</td>
<td style="text-align: center;">0.562</td>
</tr>
<tr class="even">
<td>AsymmetricOptimalPrediction</td>
<td style="text-align: center;">0.625</td>
<td style="text-align: center;">0.531</td>
</tr>
<tr class="odd">
<td>LogOddsRatio</td>
<td style="text-align: center;">0.500</td>
<td style="text-align: center;">0.5</td>
</tr>
<tr class="even">
<td>AutoFilter</td>
<td style="text-align: center;">0.500</td>
<td style="text-align: center;"></td>
</tr>
<tr class="odd">
<td>Baseline</td>
<td style="text-align: center;">0.625</td>
<td style="text-align: center;"></td>
</tr>
</tbody>
</table>
<table>
<thead>
<tr class="header">
<th>Drosophila GO terms dataset</th>
<th style="text-align: center;">Single filter</th>
<th style="text-align: center;">Filter ensemble</th>
</tr>
</thead>
<tbody>
<tr class="odd">
<td>InfoGain</td>
<td style="text-align: center;">0.750</td>
<td style="text-align: center;">0.688</td>
</tr>
<tr class="even">
<td>Chi2</td>
<td style="text-align: center;">0.750</td>
<td style="text-align: center;">0.812</td>
</tr>
<tr class="odd">
<td>DecisionStump</td>
<td style="text-align: center;">0.750</td>
<td style="text-align: center;">0.812</td>
</tr>
<tr class="even">
<td>AsymmetricOptimalPrediction</td>
<td style="text-align: center;">0.750</td>
<td style="text-align: center;">0.812</td>
</tr>
<tr class="odd">
<td>LogOddsRatio</td>
<td style="text-align: center;">0.708</td>
<td style="text-align: center;">0.812</td>
</tr>
<tr class="even">
<td>AutoFilter</td>
<td style="text-align: center;">0.812</td>
<td style="text-align: center;"></td>
</tr>
<tr class="odd">
<td>Baseline</td>
<td style="text-align: center;">0.708</td>
<td style="text-align: center;"></td>
</tr>
</tbody>
</table>