Unit Selection with Causal Diagram

15 September 2021

Papers citing "Unit Selection with Causal Diagram"

18 / 18 papers shown

Title
Identification of Probabilities of Causation: A Complete Characterization Xin Shu Shuai Wang Ang Li 12 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 69 0 0 21 Jul 2024
Probabilities of Causation for Continuous and Vector Variables Yuta Kawakami Manabu Kuroki Jin Tian 48 4 0 30 May 2024
Unifying Invariance and Spuriousity 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 29 2 0 14 Feb 2024
Distribution-consistency Structural Causal Models Heyang Gong Chaochao Lu Yu Zhang 30 1 0 29 Jan 2024
Causality-Based Feature Importance Quantifying Methods: PN-FI, PS-FI and PNS-FI S. Du Yaxiu Sun Changying Du 26 0 0 28 Aug 2023
Bounding the Probabilities of Benefit and Harm Through Sensitivity Parameters and Proxies J. Peña 21 2 0 08 Mar 2023
An Algorithm and Complexity Results for Causal Unit Selection Haiying Huang Adnan Darwiche CML 18 2 0 28 Feb 2023
Epsilon-Identifiability of Causal Quantities Ang Li Scott Mueller Judea Pearl CML 21 2 0 27 Jan 2023
Partial counterfactual identification and uplift modeling: theoretical results and real-world assessment Théo Verhelst Denis Mercier Jeevan Shrestha Gianluca Bontempi CML 17 2 0 14 Nov 2022
Probabilities of Causation: Role of Observational Data Ang Li Judea Pearl 40 6 0 17 Oct 2022
Learning Probabilities of Causation from Finite Population Data Ang Li Song Jiang Yizhou Sun Judea Pearl AI4CE 31 7 0 16 Oct 2022
Unit Selection: Learning Benefit Function from Finite Population Data Ang Li Song Jiang Yizhou Sun Judea Pearl 43 7 0 15 Oct 2022
Unit Selection: Case Study and Comparison with A/B Test Heuristic Ang Li Judea Pearl 37 6 0 10 Oct 2022
Probabilities of Causation: Adequate Size of Experimental and Observational Samples Ang Li Ruirui Mao Judea Pearl 57 9 0 10 Oct 2022
Unit Selection with Nonbinary Treatment and Effect Ang Li Judea Pearl 39 14 0 20 Aug 2022
Probabilities of Causation with Nonbinary Treatment and Effect Ang Li Judea Pearl CML 26 28 0 19 Aug 2022
Causes of Effects: Learning individual responses from population data Scott Mueller Ang Li Judea Pearl CML 12 49 0 28 Apr 2021