A Survey of Learning Causality with Data: Problems and Methods

A Survey of Learning Causality with Data: Problems and Methods

25 September 2018

Huan Liu

Papers citing "A Survey of Learning Causality with Data: Problems and Methods"

18 / 18 papers shown

Title
CURLS: Causal Rule Learning for Subgroups with Significant Treatment Effect Jiehui Zhou Linxiao Yang Xingyu Liu Xinyue Gu L. Sun Wei Chen CML 34 0 0 01 Jul 2024
Deep Causal Learning for Robotic Intelligence Y. Li CML 19 5 0 23 Dec 2022
Deep Causal Learning: Representation, Discovery and Inference Zizhen Deng Xiaolong Zheng Hu Tian D. Zeng CML BDL 26 11 0 07 Nov 2022
Neural Causal Models for Counterfactual Identification and Estimation K. Xia Yushu Pan Elias Bareinboim CML 39 31 0 30 Sep 2022
Moderately-Balanced Representation Learning for Treatment Effects with Orthogonality Information Yiyan Huang Cheuk Hang Leung Shumin Ma Qi Wu DongDong Wang Zhixiang Huang OOD CML 14 3 0 05 Sep 2022
When to intervene? Prescriptive Process Monitoring Under Uncertainty and Resource Constraints Mahmoud Shoush Marlon Dumas 25 12 0 15 Jun 2022
A Causal Research Pipeline and Tutorial for Psychologists and Social Scientists M. Vowels CML 24 2 0 10 Jun 2022
Generalized Causal Tree for Uplift Modeling Preetam Nandy Xiufan Yu Wanjun Liu Ye Tu Kinjal Basu S. Chatterjee CML 11 3 0 04 Feb 2022
Causal Discovery from Sparse Time-Series Data Using Echo State Network Haonan Chen B. Chang Mohamed A. Naiel1 Georges Younes Steven Wardell Stan Kleinikkink J. S. Z. U. O. Waterloo CML BDL AI4TS 17 1 0 09 Jan 2022
Effects of Multi-Aspect Online Reviews with Unobserved Confounders: Estimation and Implication Lu Cheng Ruocheng Guo K. S. Candan Huan Liu CML 11 6 0 04 Oct 2021
Physics-Guided Deep Learning for Dynamical Systems: A Survey Rui Wang Rose Yu AI4CE PINN 31 64 0 02 Jul 2021
Adversarial Attacks and Defenses: An Interpretation Perspective Ninghao Liu Mengnan Du Ruocheng Guo Huan Liu Xia Hu AAML 22 8 0 23 Apr 2020
Causal Interpretability for Machine Learning -- Problems, Methods and Evaluation Raha Moraffah Mansooreh Karami Ruocheng Guo A. Raglin Huan Liu CML ELM XAI 11 212 0 09 Mar 2020
Causality-based Feature Selection: Methods and Evaluations Kui Yu Xianjie Guo Lin Liu Jiuyong Li Hao Wang Zhaolong Ling Xindong Wu CML 16 92 0 17 Nov 2019
Learning Representations for Counterfactual Inference Fredrik D. Johansson Uri Shalit David Sontag CML OOD BDL 215 719 0 12 May 2016
Causal Inference in the Presence of Latent Variables and Selection Bias Peter Spirtes Christopher Meek Thomas S. Richardson CML 147 434 0 20 Feb 2013
A Discovery Algorithm for Directed Cyclic Graphs Thomas S. Richardson CML 78 193 0 13 Feb 2013
Causality and Statistical Learning Andrew Gelman CML AI4CE 63 70 0 12 Mar 2010