High-Dimensional Mediation Analysis via Transfer Learning

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Documentation for package ‘TransHDM’ version 1.1.3

• DESCRIPTION file
• User guides, package vignettes and other documentation

Help Pages

gen_simData_hetero	Simulated Dataset Generation for High-Dimensional Mediation Analysis
gen_simData_homo	Simulated Dataset Generation for High-Dimensional Mediation Analysis
inflam_effect	Inflammatory Mediation Benchmark Data: Ground Truth Effects
inflam_external1	Inflammatory Mediation Benchmark Data: Transferable External Cohort
inflam_external2	Inflammatory Mediation Benchmark Data: Non-Transferable External Cohort
inflam_target	Inflammatory Mediation Benchmark Data: Target Cohort
joint_test	Joint Multiple Testing for Mediation Analysis
mediation_inference	Mediation Inference via De-biased Lasso
plot.source_detection	Visualize Source Detection Results
plot.TransHDM	Visualize TransHDM Mediation Analysis Results
print.dblasso	Print method for dblasso objects
print.lasso	Print method for lasso objects
print.mediation_inference	Print method for mediation_inference objects
print.SIS	Print method for SIS objects
print.source_detection	Print method for source_detection objects
print.summary.dblasso	Print method for summary.dblasso objects
print.TransHDM	Print method for TransHDM objects
SIS	Sure Independence Screening for High-Dimensional Mediation Analysis
source_detection	Detect Transferable Source Data via Cross-Validation
summary.dblasso	Summary of Debiased Lasso Inference
summary.lasso	Summary of Lasso Regression
summary.mediation_inference	Summary of Mediation Inference
summary.source_detection	Summary of Source Detection Results
summary.TransHDM	Summary of TransHDM Mediation Analysis
TransHDM	TransHDM: High-Dimensional Mediation Analysis with Transfer Learning