Decision-Theoretic Causal Diagnostics via Le Cam Deficiency


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Documentation for package ‘causaldef’ version 0.2.0

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causaldef-package causaldef: Decision-Theoretic Causal Diagnostics via Le Cam Deficiency
audit_data Audit Data for Causal Validity
causaldef causaldef: Decision-Theoretic Causal Diagnostics via Le Cam 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)