مطالب مرتبط با کلیدواژه

Big data quality


۱.

Big Data Quality: From Content to Context(مقاله علمی وزارت علوم)

نویسنده:

کلیدواژه‌ها: Big Data Big data quality Data quality text mining

حوزه های تخصصی:
تعداد بازدید : ۱۱۹ تعداد دانلود : ۸۷
Over the last 20 years, and particularly with the advent of Big Data and analytics, the research area around Data and Information Quality (DIQ) is still a fast growing research area. There are many views and streams in DIQ research, generally aiming at improving the effectiveness of decision making in organizations. Although there are a lot of researches aimed at clarifying the role of BIG data quality for organizations, there is no comprehensive literature review that shows the main differences between traditional data quality researches and Big Data quality researches. This paper analyzed the papers published in Big data quality and find out that there is almost no new mainstream about Big Data quality. It is shown in this paper that the main concepts of data quality does not changes in Big Data context and that only some new issues have been added to this area.
۲.

Perspectives of Big Data Quality in Smart Service Ecosystems (Quality of Design and Quality of Conformance)(مقاله علمی وزارت علوم)

نویسنده:

کلیدواژه‌ها: Big data quality Information Quality smart cities Service design Smart services Data quality model Smart service ecosystem

حوزه های تخصصی:
تعداد بازدید : ۱۰۰ تعداد دانلود : ۸۹
Despite the increasing importance of data and information quality, current research related to Big Data quality is still limited. It is particularly unknown how to apply previous data quality models to Big Data. In this paper we review Big Data quality research from several perspectives and apply a known quality model with its elements of conformance to specification and design in the context of Big Data. Furthermore, we extend this model and demonstrate it utility by analyzing the impact of three Big Data characteristics such as volume, velocity and variety in the context of smart cities. This paper intends to build a foundation for further empirical research to understand Big Data quality and its implications in the design and execution of smart service ecosystems.