[OTDev] Validation: classification statistics for non-binary class values
Martin Guetlein guetlein at informatik.uni-freiburg.deTue Dec 8 11:34:23 CET 2009
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Hello All, as Harry noted in one of the last meetings, the classification statistics in the validation object only take binary classification into account so far. There can of course be more than one class value (e.g. inacitve, moderately-active, active). Hence, some classification results (e.g. numTruePositives) are now available multiple times (once for each class-value). As collections are not allowed in OWL-DL, I had to create intermediate classes (following the scheme Nina proposed for the dataset). Here is how an example of the Classification Statistics Object may look like: [[ default:thisClassificationStatistics a ot:classificationStatistics ; ot:accuracy "99.0"^^xsd:float ; # accuracy is only available once ot:numberUnclassified "26"^^xsd:int ; ... ot:classStatisticEntry [ a ot:classStatisticEntry ; ot:classValue "moderately_active"^^String ; ot:classStatisticValue [ a ot:ClassStatisticValue ; ot:classStatistic default:areaUnderRocCurve ; ot:value "0.77"^^:xsd:float ; ] ; ot:classStatisticValue [ a ot:ClassStatisticValue ; ot:classStatistic default:numTruePositives ; ot:value "123"^^:xsd:int ; ] ; ot:classStatisticValue ... ot:classStatisticEntry [ a ot:classStatisticEntry ; ot:classValue "intactive"^^String ; ... ot:classStatisticEntry [ a ot:classStatisticEntry ; ot:classValue "active"^^String ; ... ]] Here is the old classification statistics object (I renamed it from ClassifcationInformation to ClassificationStatistics): http://www.opentox.org/data/documents/development/RDF%20files/Validation/#-ot-classificationinfo-rdf Any comments, corrections before I add that to the opentox.owl? Best regards, Martin -- Dipl-Inf. Martin Gütlein Phone: +49 (0)761 203 8442 (office) +49 (0)177 623 9499 (mobile) Email: guetlein at informatik.uni-freiburg.de
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