Homomorphic encryption algorithm based on privacy-preserving outsourcing association rule mining

Zhaohui Wang; Liye Yang; Huiqing Yao; Wanbo Zhai

doi:10.1117/12.3012042

7 December 2023 Homomorphic encryption algorithm based on privacy-preserving outsourcing association rule mining

Zhaohui Wang, Liye Yang, Huiqing Yao, Wanbo Zhai

Proceedings Volume 12941, International Conference on Algorithms, High Performance Computing, and Artificial Intelligence (AHPCAI 2023); 1294113 (2023) https://doi.org/10.1117/12.3012042
Event: Third International Conference on Algorithms, High Performance Computing, and Artificial Intelligence (AHPCAI 203), 2023, Yinchuan, China

Abstract

Based on the classical Paillier homomorphic encryption algorithm and the ciphertext multiplication operation, it has the computing ability to deal with complex ciphertexts. It has also improved the efficiency of the algorithm based on ensuring support and confidence. By adding false data to the original plaintext data, the fuzzy degree of the original database is improved so that the ability of the model to deal with analysis attacks is effectively strengthened. MREclat algorithm is adopted to mine association rules, which improves the efficiency of system mining and increases the accuracy and reliability of the results. The experimental results have shown that although the proposed algorithm has obvious advantages in privacy protection, it can be used to protect user data in cloud computing.

(2023) Published by SPIE. Downloading of the abstract is permitted for personal use only.

Citation Download Citation

Zhaohui Wang, Liye Yang, Huiqing Yao, and Wanbo Zhai "Homomorphic encryption algorithm based on privacy-preserving outsourcing association rule mining", Proc. SPIE 12941, International Conference on Algorithms, High Performance Computing, and Artificial Intelligence (AHPCAI 2023), 1294113 (7 December 2023); https://doi.org/10.1117/12.3012042

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KEYWORDS

Mining

Data modeling

Data privacy

Evolutionary algorithms

Data mining

Data processing

Data conversion

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