Which causal inference book you should read
Bradyneal
π Which causal inference book you should read - Causal inferenceλ₯Ό 곡λΆνκ³ μΆμ λΆλ€μ μν κ°μ΄λ λΌμΈμ΄ μμ±λ κΈμ λλ€ - 2009λ ~ 2020λ λμ λμ¨ μ¬λ¬ μ± λ€μ FlowChartλ‘ μ μμ±λμ΄ μμ΅λλ€ π μ΄ μλ£λ₯Ό μΆμ²νλ μ΄μ - Causal Inference 곡λΆν λ°©ν₯μ±μ μ ν λ μ°Έκ³ νλ©΄ μ’μ κΈμ λλ€ - FlowChartλ‘ μ μ 리λμ΄ μμ΅λλ€ - μ : μ λ¬Έμλ₯Ό μνλμ§, μμΈν μ± μ μνλμ§ => μ λ¬Έμμ κ²½μ° Causal Inference in Statistics, μμΈν μ± μ λ μ¬λ¬ μ§λ¬ΈμΌλ‘ λΆκΈ°κ° λ©λλ€ - μ¬λ¬ μΆμ² μ± μ λν κ°λ¨ν 리뷰λ₯Ό μ 곡ν©λλ€ π μ½μΌλ©΄ μ’μ λΆ - μΈκ³Ό μΆλ‘ (Causal Inference)μ λν΄ κΆκΈνμ λΆ - μμΈκ³Ό κ²°κ³Όμ λν΄ λͺ νν μκ³ μΆμ λΆ π μΈκΈλ μ± - Elements of Causal Inference : λ¨Έμ λ¬λ λ°°κ²½μ μμ λΆλ€μκ² μΆμ² - Causal Inference: What If : κ°μ₯ μ€μ©μ μΈ μ± - Causal Inference in Statistics: μ λ¬Έμλ‘ μΈκ³Ό μΆλ‘ μ λν΄ λͺ ννκ³ μ μκ°ν¨ - Causality : Structural Causal Model(SCM) μ λ¬Έκ°κ° λκ³ μ νλ μ¬λμκ² μΆμ² - Counterfactuals and Causal Inference: Methods and Principles for Social Research : κ²½μ ν, μ»΄ν¨ν° κ³Όν, μ¬ν κ³Όν μ λ°μ μΈκ³Ό μΆλ‘ μ λν΄ λ€λ£¨λ μ± . μ¬ν κ³Όνμ μ¬λ‘λ₯Ό μ¬μ© - Mostly Harmless Econometrics : κ²½μ ν κ΄μ μμ μΈκ³ΌμΆλ‘ μ λν μκ°μ μμ±ν μ± - Explanation in Causal Inference: Methods for Mediation and Interaction (VanderWeele, 2015) - Observation and Experiment: An Introduction to Causal Inference (Rosenbaum, 2017) - Causation, Prediction, and Search (Spirtes et al., 2001) - Actual Causality (Halpern, 2016)
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