PolyTree: Estimate Causal Polytree from Data

Given a data matrix with rows representing data vectors and columns representing variables, produces a directed polytree for the underlying causal structure. Based on the algorithm developed in Chatterjee and Vidyasagar (2022) <arxiv:2209.07028>. The method is fully nonparametric, making no use of linearity assumptions, and especially useful when the number of variables is large.

Getting started

Package details

AuthorSourav Chatterjee [aut, cre] (<https://orcid.org/0000-0003-4460-209X>)
MaintainerSourav Chatterjee <souravc@stanford.edu>
LicenseMIT + file LICENSE
Version0.0.1
Package repositoryView on CRAN
Installation Install the latest version of this package by entering the following in R:
install.packages("PolyTree")

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PolyTree documentation built on May 29, 2024, 4:44 a.m.