Mind your Ps and Vs: A perspective on the challenges of big data management and privacy concerns

Divyakant Agrawal, Amr El Abbadi, Vaibhav Arora, Ceren Budak, Theodore Georgiou, Hatem A. Mahmoud, Faisal Nawab, Cetin Sahin, Shiyuan Wang

Research output: Chapter in Book/Report/Conference proceedingConference contribution

4 Citations (Scopus)

Abstract

With large elastic and scalable infrastructures, the Cloud is the ideal storage repository for Big Data applications. Big Data is typically characterized by three V's: Volume, Variety and Velocity. Supporting these properties raises significant challenges in a cloud setting, including partitioning for scale out; replication across data centers for fault-tolerance; significant latency overheads due to consistency requirements; efficient traversal needs due to high update and velocity; and continuous maintenance in the presence of large variety of data representations. Last but not least, the storage of private data necessitates the ability to efficiently execute queries in a privacy preserving manner (P), without revealing user access patterns. In this paper we highlight these challenges and illustrate sample state of the art solutions.

Original languageEnglish
Title of host publication2015 International Conference on Big Data and Smart Computing, BIGCOMP 2015
PublisherInstitute of Electrical and Electronics Engineers Inc.
Pages1-6
Number of pages6
ISBN (Print)9781479973033
DOIs
Publication statusPublished - 30 Mar 2015
Externally publishedYes
Event2015 International Conference on Big Data and Smart Computing, BIGCOMP 2015 - Jeju, Korea, Republic of
Duration: 9 Feb 201511 Feb 2015

Other

Other2015 International Conference on Big Data and Smart Computing, BIGCOMP 2015
CountryKorea, Republic of
CityJeju
Period9/2/1511/2/15

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ASJC Scopus subject areas

  • Software

Cite this

Agrawal, D., El Abbadi, A., Arora, V., Budak, C., Georgiou, T., Mahmoud, H. A., Nawab, F., Sahin, C., & Wang, S. (2015). Mind your Ps and Vs: A perspective on the challenges of big data management and privacy concerns. In 2015 International Conference on Big Data and Smart Computing, BIGCOMP 2015 (pp. 1-6). [7072814] Institute of Electrical and Electronics Engineers Inc.. https://doi.org/10.1109/35021BIGCOMP.2015.7072814