Going Beyond Provenance: Explaining Query Answers with Pattern-based Counterbalances

Proceedings of the 2019 International Conference on Management of Data, pp. 485-502, 2019.

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aggregate queries data analysis explanations pattern mining provenanceMore(1+)

Abstract:

Provenance and intervention-based techniques have been used to explain surprisingly high or low outcomes of aggregation queries. However, such techniques may miss interesting explanations emerging from data that is not in the provenance. For instance, an unusually low number of publications of a prolific researcher in a certain venue and ...More

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