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Block-Based Privacy-Preserving Healthcare Data Ranked Retrieval in Encrypted Cloud File Systems
This study introduces an Efficient Encrypted Parallel Ranking (EEPR) system for secure cloud healthcare data. The EEPR system enhances search efficiency and patient privacy in the Internet of Medical Things (IoMT).
Area of Science:
- Health Informatics
- Cloud Computing Security
- Data Privacy
Background:
- The Internet of Medical Things (IoMT) faces challenges with efficient and private cloud-based healthcare data management.
- Existing data retrieval schemes often compromise efficiency and user privacy with large datasets.
- Securing sensitive health documents in the cloud is critical for IoMT applications.
Purpose of the Study:
- To propose a novel block-based, privacy-preserving search system for encrypted cloud healthcare data.
- To enhance the efficiency and accuracy of data retrieval in IoMT environments.
- To improve patient and researcher privacy against potential data breaches and analysis.
Main Methods:
- Development of an Efficient Encrypted Parallel Ranking (EEPR) search system.
- Implementation of a block-based parallel binary search tree structure.
- Design of a parallel retrieval algorithm tailored for the proposed data structure.
Main Results:
- Quantitative analysis using the information retention index indicates superior search performance.
- Feature vectors generated by the EEPR scheme offer enhanced privacy due to unexplainability.
- Formal security analysis confirms resistance to known background attacks and lower time complexity.
Conclusions:
- The EEPR scheme significantly improves search efficiency and accuracy for encrypted cloud healthcare data.
- The system provides robust privacy protection for sensitive patient information.
- EEPR offers a more secure and efficient solution for IoMT data management compared to existing methods.
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