3 ms·
Regard the process of fitting a statistical model as a function mapping input training data to output model parameters. If the homomorphic encryption scheme al
by shoo 7y ago
Regard the process of fitting a statistical model as a function mapping input training data to output model parameters.
If the homomorphic encryption scheme allows for arbitrary functions to be computed, it could work for particular functions of statistical model fitting (perhaps appallingly slowly).
The output model will be encoded as cyphertext.
It would be possible to evaluate the fitted cyphertext model on new features to make predictions, also output as cyphertext.
> the library can evaluate a net-list of binary gates homomorphically at a rate of about 76 gates per second per core, without decrypting its input. It suffices to provide the sequence of gates, as well as ciphertexts of the input bits. And the library computes ciphertexts of the output bits.