Nature inspired computational intelligence implementation for privacy preservation in MapReduce framework. (25th August 2020)
- Record Type:
- Journal Article
- Title:
- Nature inspired computational intelligence implementation for privacy preservation in MapReduce framework. (25th August 2020)
- Main Title:
- Nature inspired computational intelligence implementation for privacy preservation in MapReduce framework
- Authors:
- Madan, Suman
Goswami, Puneet - Abstract:
- The next generation technologies made huge impact on the extent of data usage and motivated researches in data-management field along-with the advances in the automation in machine-human interactions. Cloud data storage plays significant role in handling big data. However, data security and data privacy-preservation are still very challenging issues. Several techniques are developed to do privacy preservation keeping in mind the data utility and data obfuscation; however, the trade-off among the privacy of data and its utility is not properly tackled. To solve many optimisation problems, the current trend is use of nature-inspired optimisation algorithms. This paper proposes implementation of two nature inspired optimisation algorithms; cat swarm optimisation and grey wolf optimiser; along with adaptation of k-anonymisation criteria in the MapReduce framework for achieving privacy preservation goal. A fitness function is defined that maintains trade-off between privacy and utility of information given to end-user. Comparative analysis of proposed technique with established techniques is done on parameters: classification accuracy and information loss.
- Is Part Of:
- International journal of intelligent information and database systems. Volume 13:Number 2/4(2020)
- Journal:
- International journal of intelligent information and database systems
- Issue:
- Volume 13:Number 2/4(2020)
- Issue Display:
- Volume 13, Issue 2, Part 4 (2020)
- Year:
- 2020
- Volume:
- 13
- Issue:
- 2
- Part:
- 4
- Issue Sort Value:
- 2020-0013-0002-0004
- Page Start:
- 191
- Page End:
- 207
- Publication Date:
- 2020-08-25
- Subjects:
- privacy preservation -- grey wolf optimiser -- cat swarm optimisation
Database management -- Computer programs -- Periodicals
Information retrieval -- Computer programs -- Periodicals
Information storage and retrieval systems -- Computer programs -- Periodicals
Artificial intelligence -- Periodicals
Expert systems (Computer science) -- Periodicals
Intelligent agents (Computer software) -- Periodicals
006.33 - Journal URLs:
- http://www.inderscience.com/jhome.php?jcode=ijiids ↗
http://www.inderscience.com/ ↗ - Languages:
- English
- ISSNs:
- 1751-5858
- Deposit Type:
- Legaldeposit
- View Content:
- Available online (eLD content is only available in our Reading Rooms) ↗
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- British Library DSC - BLDSS-3PM
British Library STI - ELD Digital store - Ingest File:
- 13993.xml