Title | ||
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Mind your Ps and Vs: A perspective on the challenges of big data management and privacy concerns |
Abstract | ||
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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. |
Year | DOI | Venue |
---|---|---|
2015 | 10.1109/35021BIGCOMP.2015.7072814 | BigComp |
Keywords | Field | DocType |
cryptography,market research,data privacy,databases,big data,servers | Tree traversal,Computer science,Cryptography,Server,Information privacy,Big data,Database,Scalability,Cloud computing,Overhead (business),Distributed computing | Conference |
ISSN | Citations | PageRank |
2375-933X | 0 | 0.34 |
References | Authors | |
12 | 9 |
Name | Order | Citations | PageRank |
---|---|---|---|
Divyakant Agrawal | 1 | 8201 | 1674.75 |
Amr El Abbadi | 2 | 6767 | 1569.95 |
Vaibhav Arora | 3 | 65 | 5.55 |
Ceren Budak | 4 | 109 | 6.60 |
Theodore Georgiou | 5 | 44 | 2.90 |
Hatem Mahmoud | 6 | 62 | 4.05 |
Faisal Nawab | 7 | 116 | 12.83 |
Cetin Sahin | 8 | 17 | 2.63 |
Shiyuan Wang | 9 | 60 | 3.37 |