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Blindfolded Evaluation of Random Forests with Multi-Key Homomorphic Encryption
IEEE Transactions on Dependable and Secure Computing, 2019Decision tree and its generalization of random forests are a simple yet powerful machine learning model for many classification and regression problems. Recent works propose how to privately evaluate a decision tree in a two-party setting where the feature vector of the client or the decision tree model (such as the threshold values of its nodes) is ...
Asma Aloufi +3 more
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Efficient Federated Learning Framework Based on Multi-Key Homomorphic Encryption
2021Federated learning is one of the cutting-edge research area in machine learning in era of big data. In federated learning, multiple clients rely on an untrusted server for model training in a distributed environment. Instead of sending local data directly to the server, the client achieves the effect of traditional centralized learning by sharing ...
Qian Zhang +4 more
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Adaptive optimal multi key based encryption for digital image security
Concurrency and Computation: Practice and Experience, 2018SummaryThe security of digital images is an essential and challenging task on shared communication Model. Generally, high secure working environment and data are also secured with an encryption and decryption method by using secret and public keys. In this paper, the innovative encryption technique for image security, ie, Multiple key‐based Homomorphic
K. Shankar 0002 +4 more
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Single-Key to Multi-Key Functional Encryption with Polynomial Loss
2016Functional encryption FE enables fine-grained access to encrypted data. In a FE scheme, the holder of a secret key $$\mathsf {FSK}_f$$ FSKf associated with a function f and a ciphertext c encrypting plaintext x can learn fx but nothing more. An important parameter in the security model for FE is the number of secret keys that adversary has access to.
Sanjam Garg, Akshayaram Srinivasan
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Abnormal Notion of Depicting Encrypted Result—Dynamic Usage of Multi-key Encryption Model (DUMKE)
2019Cryptography is a robust security mechanism of converting the secret data into secured format to control unauthorized access, updating, and so on. Due to digitization, all business activities happened through online. So security or trust on transaction is most essential.
K. Berlin, S. S. Dhenakaran
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Griffin: Towards Mixed Multi-Key Homomorphic Encryption
Proceedings of the 20th International Conference on Security and Cryptography, 2023Thomas Schneider 0003 +2 more
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Multi-key searchable encryption technique for index-based searching
International Journal of Advanced Intelligence Paradigms, 2022Putta Srivani +2 more
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Fast image encryption algorithm based on multi-parameter fractal matrix and MPMCML system
Chaos, Solitons and Fractals, 2022Hongyu Zhao, Shengsheng Wang
exaly
A Multi-Key Based Lightweight Additive Homomorphic Encryption Scheme
2021 International Conference on Artificial Intelligence for Cyber Security Systems and Privacy (AI-CSP), 2021Khaled Chait +3 more
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