Optimal Transport Weights for Causal Inference


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Documentation for package ‘causalOT’ version 1.0.2

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barycentric_projection Barycentric Projection outcome estimation
calc_weight Estimate causal weights
causalWeights-class causalWeights class
coef.causalEffect Extract treatment effect estimate
cotOptions Options available for the COT method
CRASH3 CRASH3 data example
dataHolder dataHolder
DataSim R6 Data Generating Parent Class
df2dataHolder df2dataHolder
entBWOptions Options for the Entropy Balancing Weights
ESS Effective Sample Size
ESS-method Effective Sample Size
estimate_effect Estimate treatment effects
Hainmueller Hainmueller data example
LaLonde LaLonde data example
mean_balance Standardized absolute mean difference calculations
Measure An R6 Class for setting up measures
OTProblem Object Oriented OT Problem
ot_distance Optimal Transport Distance
ot_distance.array Optimal Transport Distance
ot_distance.causalWeights Optimal Transport Distance
ot_distance.matrix Optimal Transport Distance
ot_distance.torch_tensor Optimal Transport Distance
plot.causalWeights plot.causalWeights
plot.summary_causalWeights Summary diagnostics for causalWeights
pph An external control trial of treatments for post-partum hemorrhage
predict.bp Predict method for barycentric projection models
print.dataHolder print.dataHolder
print.summary_causalWeights Summary diagnostics for causalWeights
PSIS Pareto-Smoothed Importance Sampling
PSIS-method Pareto-Smoothed Importance Sampling
PSIS_diag Pareto-Smoothed Importance Sampling
PSIS_diag-method Pareto-Smoothed Importance Sampling
sbwOptions Options for the SBW method
scmOptions Options for the SCM Method
summary.causalWeights Summary diagnostics for causalWeights
supported_methods Supported Methods
vcov.causalEffect Get the variance of a causalEffect