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✓ Ability to construct rules based on templates.
We can either undertake rule extraction on the poorly interpretable model to produce a rule based system which provides interpretation or we can extract an interpretation from the model.
Even though the Constitution sets a two-term limit for the president, Senegal's Constitutional Council has ruled — based on a disputed legal interpretation — that Mr. Wade is eligible to run again.
"It's just a ruling based on our interpretation of the law," he says.
Image segmentation followed by visual interpretation of composite PALSAR images was used to delineate mangrove areas, whereas a flexible statistical rule based classification of spectral signatures from Landsat-8 images was used to classify mangrove associations.
Rule based.
Hence, the first type is called interpretation-based and the second is called rule-based.
Association rule-based classifiers overcome this problem.
Because many reports included hits from several query elements that precluded simple rules-based interpretation, we also incorporated a set of predicted probabilities in selected algorithm steps.
This has resulted in only a small loss of performance to a level of accuracy at least comparable to that of using genotypic sensitivity scores (from genotyping with rules-based interpretation) as a predictor of response [ 11, 13– 15].
While the models were not as accurate for Indian cases as they were with cases from the countries that provided the training data, a phenomenon seen in previous studies, their predictive accuracy was comparable to that seen historically from genotyping with rules-based interpretation [ 11].
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Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com