Towards a data quality assessment in big data

TitreTowards a data quality assessment in big data
Publication TypeConference Paper
Year of Publication2020
AuthorsReda, O, Sassi, I, Zellou, A, Anter, S
Conference NameACM International Conference Proceeding Series
Mots-clésBig data, Comparative studies, Complex Processes, data quality, Data quality assessment, Data quality models, Data reduction, Data-sources, Intelligent systems, Large amounts, Large data
Abstract

In recent years, as more and more data sources have become available and the volumes of data potentially accessible have increased, the assessment of data quality has taken a central role whether at the academic, professional or any other sector. Given that users are often concerned with the need to filter a large amount of data to better satisfy their requirements and needs, and that data analysis can be based on inaccurate, incomplete, ambiguous, duplicated and of poor quality, it makes everyone wonder what the results of these analyses will really be like. However, there is a very complex process involved in the identification of new, valid, potentially useful and meaningful data from a large data collection and various information systems, and is critically dependent on a number of measures to be developed to ensure data quality. To this end, the main objective of this paper is to introduce a general study on data quality related with big data, by providing what other researchers came up with on that subject. The paper will be finalized by a comparative study between the different existing data quality models. © 2020 ACM.

URLhttps://www.scopus.com/inward/record.uri?eid=2-s2.0-85096426287&doi=10.1145%2f3419604.3419803&partnerID=40&md5=7542ef0e44f4d94b808c64ce466a5eca
DOI10.1145/3419604.3419803
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