A fast PC algorithm for high dimensional causal discovery with
multi-core PCs

A fast PC algorithm for high dimensional causal discovery with multi-core PCs

9 February 2015

Papers citing "A fast PC algorithm for high dimensional causal discovery with multi-core PCs"

16 / 16 papers shown

Title
Causality Is Key to Understand and Balance Multiple Goals in Trustworthy ML and Foundation Models Ruta Binkyte Ivaxi Sheth Zhijing Jin Mohammad Havaei Bernhard Schölkopf Mario Fritz 110 0 0 28 Feb 2025
Learning linear acyclic causal model including Gaussian noise using ancestral relationships Ming Cai Penggang Gao Hisayuki Hara CML 15 0 0 31 Aug 2024
Root Cause Attribution of Delivery Risks via Causal Discovery with Reinforcement Learning Shi Bo Minheng Xiao 31 7 0 11 Aug 2024
Causal Discovery over High-Dimensional Structured Hypothesis Spaces with Causal Graph Partitioning Ashka Shah Adela DePavia Nathaniel Hudson Ian T. Foster Rick L. Stevens CML 26 1 0 10 Jun 2024
A Survey on Causal Discovery: Theory and Practice Alessio Zanga Fabio Stella CML 27 37 0 17 May 2023
CDANs: Temporal Causal Discovery from Autocorrelated and Non-Stationary Time Series Data Muhammad Hasan Ferdous Uzma Hasan Md. Osman Gani CML 25 3 0 07 Feb 2023
Fast Parallel Bayesian Network Structure Learning Jiantong Jiang Zeyi Wen Ajmal Saeed Mian 25 6 0 08 Dec 2022
Improving the Efficiency of the PC Algorithm by Using Model-Based Conditional Independence Tests Erica Cai A. Mcgregor David D. Jensen CML 27 1 0 12 Nov 2022
Causal Discovery for Fairness Ruta Binkyt.e-Sadauskien.e K. Makhlouf Carlos Pinzón Sami Zhioua C. Palamidessi CML 11 16 0 14 Jun 2022
The Dual PC Algorithm and the Role of Gaussianity for Structure Learning of Bayesian Networks Enrico Giudice Jack Kuipers G. Moffa CML 67 5 0 16 Dec 2021
gCastle: A Python Toolbox for Causal Discovery Keli Zhang Shengyu Zhu Marcus Kalander Ignavier Ng Junjian Ye Zhitang Chen Lujia Pan CML 22 59 0 30 Nov 2021
ParaLiNGAM: Parallel Causal Structure Learning for Linear non-Gaussian Acyclic Models Amirhossein Shahbazinia Saber Salehkaleybar Matin Hashemi CML 33 7 0 28 Sep 2021
A Fast PC Algorithm with Reversed-order Pruning and A Parallelization Strategy Kai Zhang Chao Tian Kun Zhang Todd Johnson Xiaoqian Jiang CML 38 4 0 10 Sep 2021
Data-driven discovery of interpretable causal relations for deep learning material laws with uncertainty propagation Xiao Sun B. Bahmani Nikolaos N. Vlassis WaiChing Sun Yanxun Xu CML AI4CE 63 26 0 20 May 2021
D'ya like DAGs? A Survey on Structure Learning and Causal Discovery M. Vowels Necati Cihan Camgöz Richard Bowden CML 32 296 0 03 Mar 2021
A Discovery Algorithm for Directed Cyclic Graphs Thomas S. Richardson CML 78 193 0 13 Feb 2013