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cs.DB2019
Effective Discovery of Meaningful Outlier Relationships
Aline Bessa, Juliana Freire, Divesh Srivastava +1
We propose PODS (Predictable Outliers in Data-trendS), a method that, given a collection of temporal data sets, derives data-driven explanations for outliers by identifying meaning…
cs.DB2012★ 6 cited
Statistical Distortion: Consequences of Data Cleaning
Tamraparni Dasu, Ji Meng Loh
We introduce the notion of statistical distortion as an essential metric for measuring the effectiveness of data cleaning strategies. We use this metric to propose a widely applica…