CompareFeatures

Synopsis

Compare two features in a set of elements.

Description

CompareFeatures compares the value of referenceFeature and predictedFeature in the elements specified by items . The comparison is aggregated using standard metrics (accuracy, recall, precision and F-score). CompareFeatures is useful to evaluate classification predictions against a reference.

The results are displayed in the log and written in the file specified by outFile .

By default the metrics are computed for each distinct value of referenceFeature and predictedFeature . If classesOfInterest is set, then CompareFeatures will only compute metrics for the specified values.

Snippet

📋

<comparefeatures class="CompareFeatures">
    <items></items>
    <outFile></outFile>
    <predictedFeature></predictedFeature>
    <referenceFeature></referenceFeature>
</comparefeatures>

Mandatory parameters

items

Elements for which to compare both features. items is evaluated from the corpus.

outFile

File where to write results.

predictedFeature

Feature containing the predicted value.

referenceFeature

Feature containing the reference value.

Optional parameters

classesOfInterest

Values for which metrics are computed. All values if not set.

Deprecated parameters