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adds "well_partitioned" which partitions training and validation data…
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… by wells rather than random sampling
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adatum committed Jan 31, 2017
1 parent 3c28406 commit c65c270
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Showing 7 changed files with 4,872 additions and 9 deletions.
11 changes: 2 additions & 9 deletions adatum/imputed/Facies_classification.nb.html
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Expand Up @@ -761,17 +761,10 @@ <h3>Stacked models</h3>
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<pre class="r"><code>#stack_pred_list &lt;- as.data.frame(lapply(stack_model_list, function(x) predict(x, newdata = pred_list_prob)))
stack_pred_list &lt;- as.data.frame(lapply(stack_model_list, function(x) predict(x, newdata = pred_list)))
(stack_accuracy &lt;- sort(sapply(stack_pred_list, function(x) caret::confusionMatrix(data = x, reference = validation$Facies)$overall[1]), decreasing = TRUE))</code></pre>
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<pre><code>knn.Accuracy rf.Accuracy
0.7777778 0.7603865 </code></pre>
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<pre class="r"><code>sort(sapply(stack_pred_list, function(x) averaged_metric(x, validation$Facies, &quot;F1&quot;)), decreasing = TRUE)</code></pre>
sort(sapply(stack_pred_list, function(x) averaged_metric(x, validation$Facies, &quot;F1&quot;)), decreasing = TRUE)</code></pre>
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<pre><code> knn rf
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