# Decision-Theoretic Causal Diagnostics via Experiment Deficiency

## Documentation for package ‘causaldef’ version 0.2.1

- DESCRIPTION file
- User guides, package vignettes and other documentation
- Package NEWS
- Package README

## Help Pages

causaldef-package | causaldef: Decision-Theoretic Causal Diagnostics via Experiment Deficiency
audit_data | Audit Data for Causal Validity
causaldef | causaldef: Decision-Theoretic Causal Diagnostics via Experiment Deficiency
causal_spec | Create a Causal Problem Specification
causal_spec_competing | Causal Specification for Competing Risks
causal_spec_survival | Create a Survival Causal Specification
confounding_frontier | Map the Confounding Frontier
create_plumber_api | Create Plumber API for CausalDef
create_shiny_app_files | Create Standalone Shiny App Files
estimate_deficiency | Estimate a Deficiency Proxy (PS-TV)
estimate_deficiency_competing | Estimate Deficiency for Competing Risks
estimate_effect | Estimate Causal Effects from Deficiency Objects
estimate_effect.deficiency | Estimate Causal Effects from Deficiency Objects
frontdoor_effect | Front-Door Adjustment Kernel
gene_perturbation | Gene Expression Perturbation Data
hct_outcomes | Hematopoietic Cell Transplantation Outcomes
iv_effect | Instrumental Variable Effect Estimation
nc_diagnostic | Negative Control Diagnostic
nsw_benchmark | Lalonde National Supported Work (NSW) Benchmark
overlap_diagnostic | Overlap Diagnostic
partial_id_set | Partial Identification Set from a Delta Radius (Result 8)
plot.causal_effect | Plot Causal Effect
plot.confounding_frontier | Plot Confounding Frontier
plot.deficiency | Plot Deficiency Estimates
plot.nc_diagnostic_sensitivity | Plot Negative Control Sensitivity Analysis
plot.policy_bound | Plot Policy Regret Bound
plot.transport_deficiency | Plot method for transport_deficiency
policy_regret_bound | Compute Policy Regret Bounds
policy_regret_bound_vc | Policy Regret Bound with VC Term (Result 3)
print.causal_effect | Print method for causal_effect
print.causal_spec | Print method for causal_spec
print.causal_spec_competing | Print method for causal_spec_competing
print.causal_spec_survival | Print method for causal_spec_survival
print.confounding_frontier | Print method for confounding_frontier
print.data_audit_report | Print method for data_audit_report
print.deficiency | Print method for deficiency
print.frontdoor_effect | Print method for frontdoor_effect
print.iv_effect | Print method for iv_effect
print.nc_diagnostic | Print method for nc_diagnostic
print.overlap_diagnostic | Print method for overlap_diagnostic
print.partial_id_set | Print method for partial_id_set
print.policy_bound | Print method for policy_bound
print.transport_deficiency | Print method for transport_deficiency
rhc | Right Heart Catheterization (RHC) Dataset
rkhs_rate_bound | RKHS Rate Bound (Result 1)
run_causaldef_api | Run CausalDef API Server
run_causaldef_app | Launch CausalDef Shiny Dashboard
sharp_lower_bound | Sharp Two-Point Bounds (Result 4)
summary.iv_effect | Summary method for iv_effect
test_instrument | Test Instrument Validity
transport_deficiency | Transport Diagnostic Between Source and Target Populations
validate_causal_spec | Validate Causal Specification
wasserstein_deficiency_gaussian | Wasserstein Deficiency (Linear Gaussian) (Result 6)