Big data pre-processing: A quality framework

I Taleb, R Dssouli, MA Serhani - 2015 IEEE international …, 2015 - ieeexplore.ieee.org
With the abundance of raw data generated from various sources, Big Data has become a
preeminent approach in acquiring, processing, and analyzing large amounts of …

An hybrid approach to quality evaluation across big data value chain

MA Serhani, HT El Kassabi, I Taleb… - 2016 IEEE International …, 2016 - ieeexplore.ieee.org
While the potential benefits of Big Data adoption are significant, and some initial successes
have already been realized, there remain many research and technical challenges that must …

Data quality issues in big data

D Rao, VN Gudivada… - 2015 IEEE International …, 2015 - ieeexplore.ieee.org
Though the issues of data quality trace back their origin to the early days of computing, the
recent emergence of Big Data has added more dimensions. Furthermore, given the range of …

Big data, big data quality problem

D Becker, TD King, B McMullen - 2015 IEEE international …, 2015 - ieeexplore.ieee.org
A USAF sponsored MITRE research team undertook four separate, domain-specific case
studies about Big Data applications. Those case studies were initial investigations into the …

Big data quality: A survey

I Taleb, MA Serhani, R Dssouli - 2018 IEEE International …, 2018 - ieeexplore.ieee.org
With the advances in communication technologies and the high amount of data generated,
collected, and stored, it becomes crucial to manage the quality of this data deluge in an …

Towards a data quality framework for heterogeneous data

N Micic, D Neagu, F Campean… - 2017 IEEE International …, 2017 - ieeexplore.ieee.org
Every industry has significant data output as a product of their working process, and with the
recent advent of big data mining and integrated data warehousing it is the case for a robust …

Big data quality: A quality dimensions evaluation

I Taleb, HT El Kassabi, MA Serhani… - 2016 Intl IEEE …, 2016 - ieeexplore.ieee.org
Data is the most valuable asset companies are proud of. When its quality degrades, the
consequences are unpredictable, can lead to complete wrong insights. In Big Data context …

Big data quality assessment model for unstructured data

I Taleb, MA Serhani, R Dssouli - 2018 International Conference …, 2018 - ieeexplore.ieee.org
Big Data has gained an enormous momentum the past few years because of the
tremendous volume of generated and processed Data from diverse application domains …

Overview of data quality challenges in the context of Big Data

S Juddoo - 2015 International Conference on Computing …, 2015 - ieeexplore.ieee.org
Data quality management systems are thoroughly researched topics and have resulted in
many tools and techniques developed by both academia and industry. However, the advent …

A survey on data quality: classifying poor data

N Laranjeiro, SN Soydemir… - 2015 IEEE 21st Pacific …, 2015 - ieeexplore.ieee.org
Data is part of our everyday life and an essential asset in numerous businesses and
organizations. The quality of the data, ie, the degree to which the data characteristics fulfill …