Data Lineage is an open research problem. This is particularly true in data integration systems, where information coming from different sources, potentially uncertain or even inconsistent with each other, is integrated. In this context, having the possibility to trace the lineage of certain data can help unraveling possible unexpected or questionable results. In this paper, we describe our preliminary work about this problem in the context of the MOMIS data Integration system. We discuss and compare the use of Lineage-CS and PI-CS provenance, introduced respectively in [1] and [2], for the data fusion operator used in the MOMIS system; in particular we evaluate how the computation of the PI-CS provenance should be extended to deal with Resolution Functions used in our data fusion system.
Data lineage in the MOMIS data fusion system / Beneventano, Domenico; Abdul Rahman, Dannoui; Antonio, Sala. - STAMPA. - (2011), pp. 53-58. (Intervento presentato al convegno 2011 IEEE 27th International Conference on Data Engineering Workshops, ICDE 2011 tenutosi a Hannover, deu nel April 11-16, 2011,) [10.1109/ICDEW.2011.5767645].
Data lineage in the MOMIS data fusion system
BENEVENTANO, Domenico;
2011
Abstract
Data Lineage is an open research problem. This is particularly true in data integration systems, where information coming from different sources, potentially uncertain or even inconsistent with each other, is integrated. In this context, having the possibility to trace the lineage of certain data can help unraveling possible unexpected or questionable results. In this paper, we describe our preliminary work about this problem in the context of the MOMIS data Integration system. We discuss and compare the use of Lineage-CS and PI-CS provenance, introduced respectively in [1] and [2], for the data fusion operator used in the MOMIS system; in particular we evaluate how the computation of the PI-CS provenance should be extended to deal with Resolution Functions used in our data fusion system.
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