Fully Homomorphic Encryption for Classification in Machine Learning

Using fully homomorphic encryption scheme, we construct fully homomorphic encryption scheme FHE4GT that can homomorphically compute an encryption of the greaterthan bit that indicates 𝑥 > 𝑥 ′ or not, given two ciphertexts 𝑐 and 𝑐 ′ of 𝑥 and 𝑥 ′, respectively, without knowing the secret key. Then, we construct homomorphic classifier homClassify that can homomorphically classify a given encrypted data without decrypting it, using machine learned parameters. Read More

#homomorphic-encryption, #machine-learning