Fed_GLMM

Implementation of the distributed version of GLMM with Homomorphic encryption in R

Non-distributed Version of GLMM

muti_fe_latest.Rmd

Distributed Version

Generate simulated data

Run Generate_test_data.r to generate two files stands for two clients

Install requried packages

require(tcltk) require(svMisc) require(svSocket) library(gmp) library(homomorpheR)

Run instruction

1. Run initial_parameters.R to save initial parameters as initial_parameters.RData
2. Run generate_keyPair.R to save Homomorphic Key Pair as priv_key.RData, pub_key.RData
3. Lanch Rstudio and set the same fold as working direcotry for both client (Fed_GLMM_client_function.r) and server (Fed_GLMM_server.r).
4. Lanch at least 3 session stand for server, client1, and client2 in Rstudio
5. At each session, run the corresponding scripts at runFed_GLMM.r

Ref:

Introduction to Homomorphic Computation in R