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Data Quality Alerting Model for Big Data Analytics

Gyulgyulyan, Eliza and Aligon, Julien and Ravat, Franck and Astsatryan, Hrachya Data Quality Alerting Model for Big Data Analytics. (2019) In: International Workshop on Qualitative Aspects of User-Centered Analytics - European Conference on Advances in Databases and Information Systems (QAUCA@ADBIS 2019), 8 September 2019 - 11 September 2019 (Bled, Slovenia).

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Official URL: https://doi.org/10.1007/978-3-030-30278-8_47

Abstract

During Big Data analytics, correcting all the problems of large, heterogeneous and swift data, in a reasonable time, is a challenge and a costly process. Therefore, organizations are confronted with performing analysis on massive data, potentially of poor quality. This context is the starting point of our current research: how to identify data quality issues and how to notify users without solving these quality issues in advance? To this end, we propose a quality model, as the main component of an alert system, which allow to inform users about data quality issues, during their analysis. This paper discusses about the conceptual and implementation frameworks of the quality model, as well as examples of usage.

Item Type:Conference or Workshop Item (Paper)
Additional Information:Thanks to Springer editor. This papers appears in Volume 1064 of CCIS : Communications in Computer and Information Science book series ISSN: 1865-0929 ISBN 978-3-030-30277-1 The original PDF is available at: https://link.springer.com/chapter/10.1007%2F978-3-030-30278-8_47
HAL Id:hal-02947780
Audience (conference):International conference proceedings
Uncontrolled Keywords:
Institution:French research institutions > Centre National de la Recherche Scientifique - CNRS (FRANCE)
Université de Toulouse > Institut National Polytechnique de Toulouse - Toulouse INP (FRANCE)
Université de Toulouse > Université Toulouse III - Paul Sabatier - UT3 (FRANCE)
Université de Toulouse > Université Toulouse - Jean Jaurès - UT2J (FRANCE)
Université de Toulouse > Université Toulouse 1 Capitole - UT1 (FRANCE)
Other partners > National Academy of Sciences of the Republic of Armenia (ARMENIA)
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Deposited On:08 Sep 2020 08:16

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