Bounds on Causal Effects and Application to High Dimensional Data

23 June 2021

Papers citing "Bounds on Causal Effects and Application to High Dimensional Data"

20 / 20 papers shown

Title
Identification of Probabilities of Causation: A Complete Characterization Xin Shu Shuai Wang Ang Li 34 0 0 21 May 2025
Unifying Invariant and Variant Features for Graph Out-of-Distribution via Probability of Necessity and Sufficiency Xuexin Chen Ruichu Cai Kaitao Zheng Zhifan Jiang Zhengting Huang Zhifeng Hao Zijian Li 134 0 0 21 Jul 2024
Towards Bounding Causal Effects under Markov Equivalence Alexis Bellot CML 34 7 0 13 Nov 2023
Rethinking Domain Generalization: Discriminability and Generalizability Shaocong Long Qianyu Zhou Chenhao Ying Lizhuang Ma Yuan Luo OOD AI4CE 132 13 0 28 Sep 2023
Causality-Based Feature Importance Quantifying Methods: PN-FI, PS-FI and PNS-FI S. Du Yaxiu Sun Changying Du 40 0 0 28 Aug 2023
Approximate Causal Effect Identification under Weak Confounding Ziwei Jiang Lai Wei Murat Kocaoglu CML 61 0 0 22 Jun 2023
Partial Counterfactual Identification of Continuous Outcomes with a Curvature Sensitivity Model Valentyn Melnychuk Dennis Frauen Stefan Feuerriegel 122 11 0 02 Jun 2023
Counterfactual Identifiability of Bijective Causal Models Arash Nasr-Esfahany MohammadIman Alizadeh Devavrat Shah CML BDL 113 27 0 04 Feb 2023
Integrating Earth Observation Data into Causal Inference: Challenges and Opportunities Connor Jerzak Fredrik D. Johansson Adel Daoud CML 72 12 0 30 Jan 2023
Epsilon-Identifiability of Causal Quantities Ang Li Scott Mueller Judea Pearl CML 72 2 0 27 Jan 2023
Probabilities of Causation: Role of Observational Data Ang Li Judea Pearl 76 7 0 17 Oct 2022
Learning Probabilities of Causation from Finite Population Data Ang Li Song Jiang Yizhou Sun Judea Pearl AI4CE 57 7 0 16 Oct 2022
Unit Selection: Learning Benefit Function from Finite Population Data Ang Li Song Jiang Yizhou Sun Judea Pearl 63 7 0 15 Oct 2022
Unit Selection: Case Study and Comparison with A/B Test Heuristic Ang Li Judea Pearl 55 6 0 10 Oct 2022
Probabilities of Causation: Adequate Size of Experimental and Observational Samples Ang Li Ruirui Mao Judea Pearl 77 9 0 10 Oct 2022
Risk-Averse Multi-Armed Bandits with Unobserved Confounders: A Case Study in Emotion Regulation in Mobile Health Yi Shen J. Dunn Michael M. Zavlanos 52 1 0 09 Sep 2022
Unit Selection with Nonbinary Treatment and Effect Ang Li Judea Pearl 59 14 0 20 Aug 2022
Probabilities of Causation with Nonbinary Treatment and Effect Ang Li Judea Pearl CML 67 28 0 19 Aug 2022
Estimating Causal Effects Under Image Confounding Bias with an Application to Poverty in Africa Connor Jerzak Fredrik D. Johansson Adel Daoud CML 78 6 0 13 Jun 2022
An Automated Approach to Causal Inference in Discrete Settings Guilherme Duarte N. Finkelstein D. Knox Jonathan Mummolo I. Shpitser 96 49 0 28 Sep 2021