The Directed Prediction Index for Causal Inference from Observational Data

Documentation for package ‘DPI’ version 2025.10-1

BNs_dag	Directed acyclic graphs (DAGs) via Bayesian networks (BNs).
cor_matrix	Produce a symmetric correlation matrix from values.
cor_net	Correlation and partial correlation networks.
DPI	The Directed Prediction Index (DPI).
DPI_curve	DPI curve analysis across multiple random covariates.
DPI_dag	Directed acyclic graphs (DAGs) via DPI exploratory analysis (causal discovery) for all significant partial _r_s.
p_to_bf	Convert _p_ values to approximate (pseudo) Bayes Factors (PseudoBF10).
sim_data	Simulate data from a multivariate normal distribution.
sim_data_exp	Simulate experiment-like data with _independent_ binary Xs.