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Data Ownership: A Survey

Jad Asswad, Jorge Marx Gómez
2021 Information  
In the big data era, data is becoming a main source for innovation, knowledge and insight, as well as a competitive and financial advantage in the race of information procurement.  ...  of data can be preserved.  ...  Acknowledgments: This work is part of the project "WiSA big data-Wind farm virtual Site Assistant for O&M decision support-advanced methods for big data analysis".  ... 
doi:10.3390/info12110465 fatcat:dg2gltmeozdn7fddevgc3ud2qe

Differential Privacy Techniques for Cyber Physical Systems: A Survey [article]

Muneeb Ul Hassan, Mubashir Husain Rehmani, Jinjun Chen
2019 arXiv   pre-print
In order to make CPSs data more secure, certain privacy preservation strategies such as encryption, and k-anonymity have been presented in the past.  ...  In this paper, we present a comprehensive survey of differential privacy techniques for CPSs.  ...  The field of privacy preservation in big data from the perspective of communication is analysed by Wang et al. in [11] .  ... 
arXiv:1812.02282v3 fatcat:bnapnprldnaetjnjedz473lrme

Scalable Privacy Preservation in Big Data a Survey

S. Vennila, J. Priyadarshini
2015 Procedia Computer Science  
A survey have been taken for the MapReduce framework based big data privacy preservation in Cloud environment.  ...  Increase in data volume leads to flexible and scalable privacy preservation of such dataset over the MapReduce framework is BigData applications.  ...  .,[1] have investigated local-recoding anonymization for big data in cloud from the perspective of capability of defending proximity privacy breaches, scalability and timeefficiency.  ... 
doi:10.1016/j.procs.2015.04.033 fatcat:ptyt3zbxyjdqjpmc3vcnpqvqxe

Privacy Protection in Bigdata: A Survey

Saumya Gupta, Et. al.
2021 Turkish Journal of Computer and Mathematics Education  
The aim is to incorporate this range of information into one framework for big data management and to recognize problems regarding privacy.  ...  data generated in our world has exploded.  ...  Figure 3 3 Stages of bigdata life cycle Privacy Protection in Bigdata: A Survey  ... 
doi:10.17762/turcomat.v12i2.888 fatcat:eyu74vojpjhftf2flry5rurofi

A Survey of Fog Computing

Shanhe Yi, Cheng Li, Qun Li
2015 Proceedings of the 2015 Workshop on Mobile Big Data - Mobidata '15  
distributed in the core network.  ...  It also highlights some opportunities and challenges, as direction of potential future work, in related techniques that need to be considered in the context of fog computing.  ...  Mobile Big Data Analytics Big data processing is a hot topic for big data architecture in the cloud and mobile cloud [55, 38] .  ... 
doi:10.1145/2757384.2757397 dblp:conf/mobihoc/YiLL15 fatcat:2ikw7e2o2zcsdklqn2ckt46juy

Federated Learning for Big Data: A Survey on Opportunities, Applications, and Future Directions [article]

Thippa Reddy Gadekallu, Quoc-Viet Pham, Thien Huynh-The, Sweta Bhattacharya, Praveen Kumar Reddy Maddikunta, Madhusanka Liyanage
2021 arXiv   pre-print
In particular, we extensively review the use of FL for key big data services, including big data acquisition, big data storage, big data analytics, and big data privacy preservation.  ...  However, a gap exists in the literature that a comprehensive survey on FL for big data services and applications is yet to be conducted.  ...  Acknowledgement We acknowledge the authors (Dinh, Fang, Pubudu) for the contribution of our (blockchain -big data) development.  ... 
arXiv:2110.04160v2 fatcat:3y2kmamdbrfmrjdxv3zh47yphu

Differential Privacy in Cognitive Radio Networks: A Comprehensive Survey [article]

Muneeb Ul Hassan, Mubashir Husain Rehmani, Maaz Rehan, Jinjun Chen
2021 arXiv   pre-print
In order to preserve this privacy leakage, various privacy preserving strategies have been developed by researchers, and according to us differential privacy is the most significant among them.  ...  Various capabilities of CR nodes depend upon efficient and continuous reporting of data with each other and centralized base stations, which in turn can cause leakage in privacy.  ...  Key Contributions of Our Survey Article Nevertheless, certain surveys from the perspective of security and location privacy of CRN have been presented in the literature, but a specific survey that highlights  ... 
arXiv:2111.02011v2 fatcat:a5hique4fvfxrclslvpgda5jyy

Towards Privacy Preserving IoT Environments: A Survey

Mohamed Seliem, Khalid Elgazzar, Kasem Khalil
2018 Wireless Communications and Mobile Computing  
In this survey, we review existing research and proposed solutions to rising privacy concerns from a multipoint of view to identify the risks and mitigations.  ...  The Internet of Things (IoT) is a network of Internet-enabled devices that can sense, communicate, and react to changes in their environment.  ...  Wireless Communications and Mobile Computing Conflicts of Interest The authors declare that there are no conflicts of interest regarding the publication of this paper.  ... 
doi:10.1155/2018/1032761 fatcat:j76yhuc5rjhvbifkk5foq3klzq

DIFFERENTIAL PRIVACY FOR IOT-ENABLED CRITICAL INFRASTRUCTURE: A COMPREHENSIVE SURVEY

Muhammad Akbar Husnoo, Adnan Anwar, Ripon K. Chakrabortty, Robin Doss, Mike J. Ryan
2021 IEEE Access  
This paper provides a comprehensive and extensive survey of the application and implementation of differential privacy in four major application domains of IoT-enabled critical infrastructure: Smart Grids  ...  However, the multitude of benefits that are derived from the IoT paradigm are short-lived due to the exponential rise in the associated security and privacy threats.  ...  [30] proposed a light-weight DP-based privacy preservation scheme for for sensitive big data in WBANs.  ... 
doi:10.1109/access.2021.3124309 fatcat:vejtyjyrwffeffi7ob2o2svyja

A Comprehensive Survey on Local Differential Privacy

Xingxing Xiong, Shubo Liu, Dan Li, Zhaohui Cai, Xiaoguang Niu
2020 Security and Communication Networks  
With the advent of the era of big data, privacy issues have been becoming a hot topic in public.  ...  Local differential privacy (LDP) is a state-of-the-art privacy preservation technique that allows to perform big data analysis (e.g., statistical estimation, statistical learning, and data mining) while  ...  To preserve the data privacy, the differential privacy algorithm is transferred from the data collector to each participant.  ... 
doi:10.1155/2020/8829523 fatcat:xjk3vgyambb5xioc2q5hyr2hua

Big Data Management and Analysis for Business Informatics - A Survey

Stéphane Marchand-Maillet, Birgit Hofreiter
2015 Enterprise Modelling and Information Systems Architectures - An International Journal  
We show how the trend of Big Data is related to data security and user privacy. We then investigate automated ways of performing data analysis for Business Intelligence.  ...  In this paper, we review technologies for enabling and empowering business activities, leveraging the content of this big data.  ...  As a mirror to the data-related sections, Sect. 4 reviews user-related strategies, from preserving user privacy to exploiting the force and intelligence of the crowd.  ... 
doi:10.18417/emisa.9.1.6 dblp:journals/emisaij/Marchand-MailletH14 fatcat:a7ffekoqznegthpf42gbxbzqgu

Blockchain for Internet of Things: A Survey

Hong-Ning Dai, Zibin Zheng, Yan Zhang
2019 IEEE Internet of Things Journal  
However, intrinsic features of IoT result in a number of challenges such as decentralization, poor interoperability, privacy and security vulnerabilities.  ...  This paper presents an in-depth survey of BCoT and discusses the insights of this new paradigm. In particular, we first briefly introduce IoT and discuss the challenges of IoT.  ...  Fig. 7 illustrates the potentials brought by blockchain to 5G-beyond networks in the perspectives from communications, network management and computing management.  ... 
doi:10.1109/jiot.2019.2920987 fatcat:jgxhdmpmdfcaxjoj5l7o5p2edm

IOT in Smart Cities: A survey

Mehtab Alam
2021 figshare.com  
The aim of performing the survey is to gain better knowledge of IoT and its application in development of smart cities.  ...  A smart system characterized by the interaction between infrastructure, capital, behaviours and cultures, achieved through their integration is used in a smart city.  ...  secure with preserving privacy.  ... 
doi:10.6084/m9.figshare.14329718.v1 fatcat:ojst4d5tybd4pkd2wvplbajnwy

Security and Privacy in Big Data Life Cycle: A Survey and Open Challenges

Jahoon Koo, Giluk Kang, Young-Gab Kim
2020 Sustainability  
The use of big data in various fields has led to a rapid increase in a wide variety of data resources, and various data analysis technologies such as standardized data mining and statistical analysis techniques  ...  In particular, user tendencies can be analyzed using various big data analytics, and this information leads to the invasion of personal privacy.  ...  Especially, they explained differential privacy and discussed some of the limitations. they presented a research direction for privacy-preserving from the communication perspective.  ... 
doi:10.3390/su122410571 fatcat:thuxbjhjmrhmzbwjheh7dz6hcm

Private Graph Data Release: A Survey [article]

Yang Li, Michael Purcell, Thierry Rakotoarivelo, David Smith, Thilina Ranbaduge, Kee Siong Ng
2022 arXiv   pre-print
However, the increasingly widespread adoption of graph analytics comes with a commensurate increase in the need to protect private information in graph data, especially in light of the many privacy breaches  ...  in real-world graph data that was supposed to preserve sensitive information.  ...  Conclusion This paper provided a thorough survey of published methods for the provable privacy-preserving release of graph data.  ... 
arXiv:2107.04245v2 fatcat:54bvnswpnbfffiqd5ee5opfope
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