Network-Aware IV Regression with Graph-Fused Lasso


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Documentation for package ‘ivgls’ version 0.1.0

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corrupt_graph Corrupt a graph by random edge swaps
eval_support Compute performance metrics for support recovery
generate_beta Generate a sparse true coefficient vector on a graph
generate_data Simulate data for graph-IV regression
get_laplacian Compute the unnormalised graph Laplacian
get_mcc Matthews Correlation Coefficient for support recovery
ivgl IVGL: IV regression with graph-fused Lasso
ivgl_s IVGL-S: IV regression with graph Lasso and invalid-IV correction
iv_lasso IV-LASSO: Two-stage LASSO without graph structure
make_graph Construct a graph adjacency matrix
run_one_replicate Run a single simulation replicate
run_simulation Run a simulation study with multiple replicates