ADAPTIVE OUTLIER DETECTION AND CORRECTION

An embodiment detects, by an outlier detector, a first potential outlier in a data structure. The embodiment determines, by the outlier detector, whether the first potential outlier is a first outlier based on a first threshold. The embodiment applies, by an outlier corrector, responsive to determin...

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Hauptverfasser: Böhme, Thomas Friedhelm, Schuetz, Werner, Fränzel, Tobias Kevin, Schiller, Oliver, Bollinger, Toni, Finnie, James Liam
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creator Böhme, Thomas Friedhelm
Schuetz, Werner
Fränzel, Tobias Kevin
Schiller, Oliver
Bollinger, Toni
Finnie, James Liam
description An embodiment detects, by an outlier detector, a first potential outlier in a data structure. The embodiment determines, by the outlier detector, whether the first potential outlier is a first outlier based on a first threshold. The embodiment applies, by an outlier corrector, responsive to determining the first potential outlier is a first outlier, a data quality rule to the first outlier. The embodiment detects, by the outlier detector, a second potential outlier in the data structure. The embodiment decreases, by the outlier detector, the first threshold to a second threshold. The embodiment determines, by the outlier detector, whether the second potential outlier is a second outlier based on the second threshold. The embodiment applies, by the outlier corrector, responsive to determining the second potential outlier is a second outlier, the data quality rule to the second outlier.
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subjects CALCULATING
COMPUTER SYSTEMS BASED ON SPECIFIC COMPUTATIONAL MODELS
COMPUTING
COUNTING
ELECTRIC DIGITAL DATA PROCESSING
PHYSICS
title ADAPTIVE OUTLIER DETECTION AND CORRECTION
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