AutoEncoderModel

nfea

list of integers, list of the number of nodes for the hidden layers in encoding component

list of strings, list of activation function names

double, dropout rate of the coding (middle) layer (default:0)

string, regularization string (default: NULL)

bool, flag to conduct batch normalization (default:TRUE)

bool, flag to conduct the residual connections (default: TRUE)

integer, output type, 0 indicating nout outputs and 1 nout+nfea outputs (default: 0)

string, activation for output layer (default:"linear")

This function is to construct a residual autoencoder-based deep network.

This package is the R implementation of the Autoencoder-based Residual Deep Network that is based on this paper (https://arxiv.org/abs/1812.11262).