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This repository is part of the supplementary material for the paper: N. Tagasovska, T. Vatter, V. Chavez-Demoulin, "Nonparametric Quantile-Based Causal Discovery”, 2018. Availabe on arXiv: https://arxiv.org/pdf/1801.10579.pdf. CONTENTS ——————————————————— qccd_code2018/ |-R/ (all of our R code lives here) |---run_benchmarks/ (scripts for running qccd across different benchmarks) |-data/ |—ANHNMN/ (simulated) |-----AN-Gauss/ |-----AN-s/ |-----HN/ |-----HN-s/ |-----MN/ |-----MN-s/ |---SIM_pairs/ (Mooij 2016) |-----SIM/ |-----SIM-G/ |-----SIM-c/ |-----SIM-ln/ |---tuebingen_benchmark/ (real data Mooij 2016) Set working directory to setwd("~/qccd_code2018/R") The file ~R/cd_utils.R contains a wrapper around our causal discovery method. EXAMPLES ——————————————————— See R/run_benchmarks for examples. PACKAGES REQUIRED ——————————————————— install.packages(“Hmisc”) install.packages(“rvinecopulib”) install.packages(“statmod”) install.packages(“tnagler”) install.packages(“igraph”) install.packages(“pcalg”) install.packages(“ggraph”) COPYING ——————————————————— See COPYING for license terms.
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