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Preserving Health Care Data Security and Privacy Using Carmichael's Theorem-Based Homomorphic Encryption and Modified
K Anitha Kumari1, Avinash Sharma2, Chinmay Chakraborty3
1Department of Information Technology, PSG College of Technology, Coimbatore, India.
New homomorphic encryption (HE) schemes, Carmichael's Theorem-based HE (CTHE) and Modified Enhanced HE (MEHE), enable secure computations on encrypted data for critical applications like healthcare and smart grids. These schemes offer provable security and improved efficiency for real-time data analysis.
Area of Science:
- Cryptography
- Data Security
- Applied Mathematics
Background:
- Critical applications like smart grids, healthcare, and military require robust data security against increasing external threats.
- Standard encryption methods protect data but prevent computations on encrypted information.
- Existing homomorphic encryption (HE) schemes face performance and storage limitations, hindering real-time application.
Purpose of the Study:
- To design novel homomorphic encryption (HE) schemes that are simple, efficient, and secure for real-time applications.
- Introduce Carmichael's Theorem-based Homomorphic Encryption (CTHE) and Modified Enhanced Homomorphic Encryption (MEHE).
- Ensure schemes are unimpeachable against attacks and suitable for sensitive data processing.
Main Methods:
- Developed two new HE schemes: CTHE based on Carmichael's Theorem and MEHE as an improvement on Gorti's scheme.
- Proved security under the hardness of integer factorization, discrete logarithm, and quadratic residuosity problems.
- Employed modulus switching for theoretical noise reduction and validated efficiency using cardiovascular and blood pressure data.
Main Results:
- CTHE and MEHE schemes provide provable security against common cryptographic hardness assumptions.
- Modulus switching effectively reduces noise in the HE schemes.
- Demonstrated practical efficiency by performing analysis on encrypted health data (hypotension/hypertension detection).
Conclusions:
- The proposed CTHE and MEHE schemes offer a viable solution for secure, real-time computation on encrypted data.
- These schemes enhance data security in critical sectors without compromising analytical capabilities.
- The probabilistic nature of the schemes makes them computationally infeasible to break within polynomial time.
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