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build/doctrees/environment.pickle

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build/html/_sources/content/models/CommitteeRegressor.rst.txt

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With an ensemble of regressors like in the CommitteeRegressor model, a measure of disagreement can be the standard deviation of predictions, which provides a simple way to query for labels. This is not the case in general: for ordinary regressors, it is difficult to come up with viable query strategies because they don't always provide a way to measure uncertainty. (One notable exception is the Gaussian process regressor.)
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This is demonstrated in `this example <../examplex/Ensemble-regression.html>`__, where two regressors are trained on distinct subsets of the same dataset. In the figure below, the regressors are shown along with the mean predictions and the standard deviation.
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This is demonstrated in `this example <../examples/Ensemble-regression.html>`__, where two regressors are trained on distinct subsets of the same dataset. In the figure below, the regressors are shown along with the mean predictions and the standard deviation.
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.. image:: img/er-initial.png
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:align: center

build/html/content/models/CommitteeRegressor.html

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<div class="section" id="measuring-disagreement">
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<h2>Measuring disagreement<a class="headerlink" href="#measuring-disagreement" title="Permalink to this headline"></a></h2>
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<p>With an ensemble of regressors like in the CommitteeRegressor model, a measure of disagreement can be the standard deviation of predictions, which provides a simple way to query for labels. This is not the case in general: for ordinary regressors, it is difficult to come up with viable query strategies because they don’t always provide a way to measure uncertainty. (One notable exception is the Gaussian process regressor.)</p>
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<p>This is demonstrated in <a class="reference external" href="../examplex/Ensemble-regression.html">this example</a>, where two regressors are trained on distinct subsets of the same dataset. In the figure below, the regressors are shown along with the mean predictions and the standard deviation.</p>
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<p>This is demonstrated in <a class="reference external" href="../examples/Ensemble-regression.html">this example</a>, where two regressors are trained on distinct subsets of the same dataset. In the figure below, the regressors are shown along with the mean predictions and the standard deviation.</p>
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<img alt="../../_images/er-initial1.png" class="align-center" src="../../_images/er-initial1.png" />
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</div>
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</div>

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