[OTDev] Validation: classification statistics for non-binary class values
Nina Jeliazkova nina at acad.bgTue Dec 8 12:57:23 CET 2009
- Previous message: [OTDev] Validation: classification statistics for non-binary class values
- Next message: [OTDev] Validation: classification statistics for non-binary class values
- Messages sorted by: [ date ] [ thread ] [ subject ] [ author ]
Hi Martin, Do we have confusion matrix somewhere in the classification statistics? It provides more information than just true positives. Best regards, Nina Martin Guetlein wrote: > 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 > > >
- Previous message: [OTDev] Validation: classification statistics for non-binary class values
- Next message: [OTDev] Validation: classification statistics for non-binary class values
- Messages sorted by: [ date ] [ thread ] [ subject ] [ author ]
More information about the Development mailing list