Discovery and Visualization of Nonstationary Causal Models

Discovery and Visualization of Nonstationary Causal Models

27 September 2015

Bernhard Schölkopf

Papers citing "Discovery and Visualization of Nonstationary Causal Models"

10 / 10 papers shown

Title
When Selection Meets Intervention: Additional Complexities in Causal Discovery Haoyue Dai Ignavier Ng Jianle Sun Zeyu Tang Gongxu Luo Xinshuai Dong Peter Spirtes Kun Zhang CML 66 0 0 10 Mar 2025
Federated Causal Discovery from Heterogeneous Data Loka Li Ignavier Ng Gongxu Luo Biwei Huang Guan-Hong Chen Tongliang Liu Bin Gu Kun Zhang FedML 32 5 0 20 Feb 2024
On the Three Demons in Causality in Finance: Time Resolution, Nonstationarity, and Latent Factors Xinshuai Dong Haoyue Dai Yewen Fan Songyao Jin Sathyamoorthy Rajendran Kun Zhang CML 21 1 0 28 Dec 2023
Emerging Synergies in Causality and Deep Generative Models: A Survey Guanglin Zhou Shaoan Xie Guang-Yuan Hao Shiming Chen Biwei Huang Xiwei Xu Chen Wang Liming Zhu Lina Yao Kun Zhang AI4CE 45 11 0 29 Jan 2023
A Subsampling-Based Method for Causal Discovery on Discrete Data Austin V. Goddard Yu Xiang CML 8 0 0 31 Aug 2021
Causal Discovery from Heterogeneous/Nonstationary Data with Independent Changes Biwei Huang Kun Zhang Jiji Zhang Joseph Ramsey Ruben Sanchez-Romero Clark Glymour Bernhard Schölkopf 13 219 0 05 Mar 2019
Causal Inference and Mechanism Clustering of A Mixture of Additive Noise Models Shoubo Hu Zhitang Chen V. Nia L. Chan Yanhui Geng CML 20 26 0 23 Sep 2018
A Kernel Embedding-based Approach for Nonstationary Causal Model Inference Shoubo Hu Zhitang Chen L. Chan CML 9 4 0 23 Sep 2018
FASK with Interventional Knowledge Recovers Edges from the Sachs Model Joseph Ramsey Bryan Andrews 13 21 0 06 May 2018
Learning Causal Structures Using Regression Invariance AmirEmad Ghassami Saber Salehkaleybar Negar Kiyavash Kun Zhang OOD CML 21 60 0 26 May 2017