Causal Inference with Super Learner and Deep Neural Networks


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Documentation for package ‘DeepLearningCausal’ version 0.0.107

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complier_mod Train complier model using ensemble methods
complier_predict Complier model prediction
conformal_plot conformal_plot
deep_complier_mod Train complier model using deep neural learning through Tensorflow
deep_predict Complier model prediction
deep_response_model Response model from experimental data using deep neural learning through Tensorflow
exp_data Survey Experiment of Support for Populist Policy
exp_data_full Survey Experiment of Support for Populist Policy
hte_plot hte_plot
metalearner_deeplearning metalearner_deeplearning
metalearner_ensemble metalearner_ensemble
metalearner_neural metalearner_neural
neuralnet_complier_mod Train compliance model using neural networks
neuralnet_pattc_counterfactuals Assess Population Data counterfactuals
neuralnet_predict Predicting Compliance from experimental data
neuralnet_response_model Modeling Responses from experimental data Using Deep NN
pattc_counterfactuals Assess Population Data counterfactuals
pattc_deeplearning Deep PATT-C
pattc_deeplearning_counterfactuals Assess Population Data counterfactuals
pattc_ensemble PATT-C SL Ensemble
pattc_neural Estimate PATT_C using Deep NN
plot.metalearner_ensemble plot.metalearner_ensemble
plot.metalearner_neural plot.metalearner_neural
plot.pattc_deeplearning plot.pattc_deeplearning
plot.pattc_ensemble plot.pattc_ensemble
plot.pattc_neural plot.pattc_neural
pop_data World Value Survey India Sample
pop_data_full World Value Survey India Sample
print.metalearner_deeplearning print.metalearner_deeplearning
print.metalearner_ensemble print.metalearner_ensemble
print.metalearner_neural print.metalearner_neural
print.pattc_deeplearning print.pattc_deeplearning
print.pattc_ensemble print.pattc_ensemble
print.pattc_neural print.pattc_neural
python_ready Check for Python module availability and install if missing.
response_model Response model from experimental data using SL ensemble