public void MadOutlierDetectorSimpleQeTest([NotNull] string testDataKey)
{
var testData = SimpleQeTestDataMap[testDataKey];
void Action() => Check(testData,
values => MadOutlierDetector.Create(values, quantileEstimator: SimpleQuantileEstimator.Instance));
if (testData.Values.IsEmpty())
{
Assert.Throws <ArgumentOutOfRangeException>(Action);
}
else
{
Action();
}
}
public void Run()
{
var simple = SimpleQuantileEstimator.Instance;
var hd = HarrellDavisQuantileEstimator.Instance;
var detectors = new[]
{
new Detector("TukeySimple", values => TukeyOutlierDetector.Create(values, quantileEstimator: simple)),
new Detector("TukeyHd", values => TukeyOutlierDetector.Create(values, quantileEstimator: hd)),
new Detector("MadSimple", values => MadOutlierDetector.Create(values, quantileEstimator: simple)),
new Detector("MadHd", values => MadOutlierDetector.Create(values, quantileEstimator: hd)),
new Detector("DoubleMadSimple", values => DoubleMadOutlierDetector.Create(values, quantileEstimator: simple)),
new Detector("DoubleMadHd", values => DoubleMadOutlierDetector.Create(values, quantileEstimator: hd))
};
Case.DumpBaseSample();
BuildTable(detectors, new[] { new Case(1, 0), new Case(2, 0), new Case(3, 0) });
BuildTable(detectors, new[] { new Case(0, 1), new Case(0, 2), new Case(0, 3) });
BuildTable(detectors, new[] { new Case(1, 1), new Case(2, 2), new Case(3, 3) });
}
