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Matching as Nonparametric Preprocessing for Reducing Model Dependence in Parametric Causal Inference
Political Analysis, 2007Daniel E. Ho +3 more
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A Simplified Logic of Causal Inference
Australian & New Zealand Journal of Psychiatry, 1987This paper provides a simplified method for evaluating the evidence in favour of a causal claim. It analyses the evidence bearing upon such a claim in terms of two questions: Do the putative cause and effect covary, and can alternative non-causal explanations of the relationship be ruled out? The different research designs for assessing covariation are
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Stable learning establishes some common ground between causal inference and machine learning
Nature Machine Intelligence, 2022Peng Cui, S. Athey
semanticscholar +1 more source
Causal Inference without Balance Checking: Coarsened Exact Matching
Political Analysis, 2012S. Iacus, Gary King, G. Porro
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Causal Inference Using LLM-Guided Discovery
arXiv.org, 2023Aniket Vashishtha +5 more
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Bayesian causal inference: a critical review
Philosophical Transactions Series A, Mathematical, Physical, and Engineering Sciences, 2023Fan Li, Peng Ding, Fabrizia Mealli
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The Taboo Against Explicit Causal Inference in Nonexperimental Psychology
Perspectives on Psychological Science, 2020Michael P Grosz +2 more
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Causation and Causal Inference
International Encyclopedia of Statistical Science, 2021S. Greenland
semanticscholar +1 more source