/CausalMissingValues

Causal discovery from mixed data with missing values.

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CausalMissingValues

This repository provides the code and data used in three papers: Causal Discovery from Mixed Data using Gaussian Copula Models

  1. Cui, Ruifei, Perry Groot, and Tom Heskes. "Copula PC Algorithm for Causal Discovery from Mixed Data." In Joint European Conference on Machine Learning and Knowledge Discovery in Databases (ECML-PKDD), pp. 377-392. Springer, Cham, 2016.

  2. Cui, Ruifei, Perry Groot, and Tom Heskes. "Robust estimation of Gaussian copula causal structure from mixed data with missing values." In IEEE International Conference on Data Mining (ICDM), pp. 835-840. IEEE, 2017.

  3. Cui, Ruifei, Perry Groot, and Tom Heskes. "Learning causal structure from mixed data with missing values using Gaussian copula models." Statistics and Computing (2018): 1-23.