<?xml version="1.0" encoding="UTF-8"?>
<oai_dc:dc xmlns:oai_dc="http://www.openarchives.org/OAI/2.0/oai_dc/" xmlns:dc="http://purl.org/dc/elements/1.1/" xmlns:xsi="http://www.w3.org/2001/XMLSchema-instance" xsi:schemaLocation="http://www.openarchives.org/OAI/2.0/oai_dc/ http://www.openarchives.org/OAI/2.0/oai_dc.xsd">
  <dc:title>The Directed Prediction Index for Causal Direction Inference
from Observational Data</dc:title>
  <dc:title>R package DPI version 2026.2</dc:title>
  <dc:description>
    The Directed Prediction Index ('DPI') is a causal discovery method
    for observational data designed to quantify the relative endogeneity
    of outcome (Y) versus predictor (X) variables in regression models.
    By comparing the coefficients of determination (R-squared)
    between the Y-as-outcome and X-as-outcome models
    while controlling for sufficient confounders and
    simulating k random covariates, it can quantify relative endogeneity,
    providing a necessary but insufficient condition for causal direction
    from a less endogenous variable (X) to a more endogenous variable (Y).
    Methodological details are provided at
    &lt;https://psychbruce.github.io/DPI/&gt;.
    This package also includes functions for data simulation and network
    analysis (correlation, partial correlation, and Bayesian Networks).</dc:description>
  <dc:type>Software</dc:type>
  <dc:relation>Depends: R (&gt;= 4.0.0)</dc:relation>
  <dc:relation>Imports: glue, crayon, cli, ggplot2, cowplot, qgraph, bnlearn, MASS</dc:relation>
  <dc:relation>Suggests: bruceR, aplot, bayestestR</dc:relation>
  <dc:creator>Han Wu Shuang Bao &lt;baohws@foxmail.com&gt;</dc:creator>
  <dc:publisher>Comprehensive R Archive Network (CRAN)</dc:publisher>
  <dc:contributor>Han Wu Shuang Bao [aut, cre] (ORCID:
    &lt;https://orcid.org/0000-0003-3043-710X&gt;)</dc:contributor>
  <dc:rights>GPL-3</dc:rights>
  <dc:date>2026-02-26</dc:date>
  <dc:format>application/tgz</dc:format>
  <dc:identifier>https://CRAN.R-project.org/package=DPI</dc:identifier>
  <dc:identifier>doi:10.32614/CRAN.package.DPI</dc:identifier>
</oai_dc:dc>
