DeepGenomeScan general function

DeepGenomeScan functions

DeepGenomeScan

Implementation of deep learning based genome scan

DLqvalues()

Calculating q-values from importance values

Importance methods

varImp() varImp() varImp() varImp() varImp()

Variable importance for DeepGenomeScan models

CNN_varIMP_NULL_model()

CNN variable importance using NULL model

CNN_varIMP_permute()

CNN variable importance using permutation

MLP_varIMP_NULL_model()

MLP variable importance using NULL model

MLP_varIMP_permute()

MLP variable importance using permutation

GarsonWeights()

Estimating Garson weights from neural networks

GarsonWeights_FCNN4R()

Estimating Garson weights from FCNN4R models

Models

model_info

Available models in DeepGenomeScan

Activations

Activation_info

Activation function list

Example data

sim_example

Simulated data example with 10 environmental factors.