Pedigree-ing your big data: Data-driven big data privacy in distributed environments

A Cuzzocrea, E Damiani - 2018 18th IEEE/ACM International …, 2018 - ieeexplore.ieee.org
This paper introduces a general framework for supporting data-driven privacy-preserving big
data management in distributed environments, such as emerging Cloud settings. The …

Making the pedigree to your big data repository: Innovative methods, solutions, and algorithms for supporting big data privacy in distributed settings via data-driven …

A Cuzzocrea, E Damiani - 2019 IEEE 43rd Annual Computer …, 2019 - ieeexplore.ieee.org
Starting from our previous research where we in-troduced a general framework for
supporting data-driven privacy-preserving big data management in distributed …

A general overview of privacy-preserving big data management and analytics models, methods and techniques in specific domains: Static and dynamic distributed …

A Cuzzocrea, C Mastroianni - 2018 IEEE International …, 2018 - ieeexplore.ieee.org
Privacy-preserving big data management and analytics is gaining the momentum within the
research community, and several current research efforts aim to provide solutions to the …

Experimenting and assessing a distributed privacy-preserving olap over big data framework: principles, practice, and experiences

A Cuzzocrea, V De Maio… - 2020 IEEE 44th Annual …, 2020 - ieeexplore.ieee.org
OLAP is an authoritative analytical tool in the emerging big data analytics context, with
particular regards to the target distributed environments (eg, Clouds). Here, privacy …

Privacy-preserving big data analytics a comprehensive survey

HY Tran, J Hu - Journal of Parallel and Distributed Computing, 2019 - Elsevier
In this paper, we present a comprehensive survey of privacy-preserving big data analytics.
We introduce well-designed taxonomies which offer both systematic views and a detailed …

Privacy issues and data protection in big data: a case study analysis under GDPR

N Gruschka, V Mavroeidis, K Vishi… - 2018 IEEE International …, 2018 - ieeexplore.ieee.org
Big data has become a great asset for many organizations, promising improved operations
and new business opportunities. However, big data has increased access to sensitive …

Efficient privacy preservation technique for healthcare records using big data

S Sathya, T Sethukarasi - 2016 International Conference on …, 2016 - ieeexplore.ieee.org
Big data, because it can mine new knowledge for economic growth and technical
innovation, has recently received considerable attention, and many research efforts have …

Privacy-aware big data warehouse architecture

K Navuluri, R Mukkamala… - 2016 IEEE International …, 2016 - ieeexplore.ieee.org
Along with the ever increasing growth in data collection and its mining, there is an
increasing fear of compromising individual and population privacy. Several techniques have …

Protection of big data privacy

A Mehmood, I Natgunanathan, Y Xiang, G Hua… - IEEE …, 2016 - ieeexplore.ieee.org
In recent years, big data have become a hot research topic. The increasing amount of big
data also increases the chance of breaching the privacy of individuals. Since big data …

Privacy-preserving machine learning algorithms for big data systems

K Xu, H Yue, L Guo, Y Guo… - 2015 IEEE 35th …, 2015 - ieeexplore.ieee.org
Machine learning has played an increasing important role in big data systems due to its
capability of efficiently discovering valuable knowledge and hidden information. Often times …