Titlebook: Causal Inference; 6th Pacific Causal I Xiao-Hua Zhou,Jinzhu Jia Conference proceedings 2025 The Editor(s) (if applicable) and The Author(s)

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书目名称Causal Inference影响因子(影响力)




书目名称Causal Inference影响因子(影响力)学科排名




书目名称Causal Inference网络公开度




书目名称Causal Inference网络公开度学科排名




书目名称Causal Inference被引频次




书目名称Causal Inference被引频次学科排名




书目名称Causal Inference年度引用




书目名称Causal Inference年度引用学科排名




书目名称Causal Inference读者反馈




书目名称Causal Inference读者反馈学科排名

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,Causal Inference in the Multiverse of Hazard,biases and the ambiguity in defining populations for comparison across different treatment groups. To address these issues, we introduce a novel definition of counterfactual hazard based on the framework of possible worlds. Rather than conditioning on prior survival status as a conditional probabili

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,A Continuous Structural Intervention Distance to Compare Causal Graphs, metric that extends beyond graph-based measures like Structural Hamming Distance and Structural Intervention Distance by incorporating underlying data alongside graph structures. Our approach embeds intervention distributions for each node pair as conditional mean embeddings in reproducing kernel H

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Real-World Implications of a Methodological Dilemma: Endogenous Confounding in Causal Decompositionnt youth development would be reduced and how much would remain? To address this question, a causal decomposition analysis must credibly identify the causal impact of intervening on the malleable factors. However, major confounders such as parental SES are intermediate outcomes of systemic racism ex

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D. Jeanmonod,M. Sindou,F. Mauguièrehe impact of both observed and unobserved confounders. Despite the multitude of proposed methods aimed at addressing observed confounding bias, these approaches are contingent upon the untestable assumption of Unconfoundedness, which posits the absence of unobserved confounders. In this paper, we pr

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