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Cloud-Based Phrase Mining and Analysis of User-Defined Phrase-Category Association in Biomedical Publications
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Privacy-Aware Relevant Data Access with Semantically Enriched Search Queries for Untrusted Cloud Storage Services
Zeeshan Pervez1, Mahmood Ahmad2, Asad Masood Khattak3
1School of Engineering and Computing, University of the West of Scotland, Paisley, PA1 2BE, United Kingdom.
Plos One
|August 30, 2016
Summary
This study introduces an index-based privacy-aware search method for cloud data. It enables semantic data retrieval and flexible searching without predefined trapdoors, enhancing data privacy and access control.
Area of Science:
- Computer Science
- Information Security
- Cloud Computing
Background:
- Public cloud services offer storage but pose privacy risks for sensitive data.
- Existing trapdoor-based search methods lack semantic understanding and flexible criteria.
- Securely accessing outsourced data with privacy is a significant challenge.
Purpose of the Study:
- To propose an index-based privacy-aware search methodology for semantic data retrieval.
- To enable flexible, conjunctive search queries without reliance on predefined trapdoors.
- To ensure oblivious query execution and protect data privacy against untrusted cloud providers.
Main Methods:
- Developed an index-based approach for privacy-aware data searching.
- Implemented oblivious query execution for secure search operations.
- Designed a system allowing conjunctive search queries with arbitrary criteria.
Main Results:
- The proposed methodology ensures semantic retrieval of data from untrusted cloud domains.
- Security analysis confirms no data privacy loss under conspired attacks.
- Computational analysis shows moderate resource requirements for privacy-aware search.
Conclusions:
- The index-based privacy-aware search method effectively addresses limitations of trapdoor-based approaches.
- It provides enhanced data access control and semantic search capabilities in cloud environments.
- The method offers a practical solution for secure and flexible data searching in untrusted domains.
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