๐ŸŒˆ Which causal inference | ์ปค๋ฆฌ์–ด๋ฆฌ

๐ŸŒˆ Which causal inference book you should read - Causal inference๋ฅผ ๊ณต๋ถ€ํ•˜๊ณ  ์‹ถ์€ ๋ถ„๋“ค์„ ์œ„ํ•œ ๊ฐ€์ด๋“œ ๋ผ์ธ์ด ์ž‘์„ฑ๋œ ๊ธ€์ž…๋‹ˆ๋‹ค - 2009๋…„ ~ 2020๋…„๋„์— ๋‚˜์˜จ ์—ฌ๋Ÿฌ ์ฑ…๋“ค์„ FlowChart๋กœ ์ž˜ ์ž‘์„ฑ๋˜์–ด ์žˆ์Šต๋‹ˆ๋‹ค ๐ŸŽ ์ด ์ž๋ฃŒ๋ฅผ ์ถ”์ฒœํ•˜๋Š” ์ด์œ  - Causal Inference ๊ณต๋ถ€ํ•  ๋ฐฉํ–ฅ์„ฑ์„ ์ •ํ•  ๋•Œ ์ฐธ๊ณ ํ•˜๋ฉด ์ข‹์€ ๊ธ€์ž…๋‹ˆ๋‹ค - FlowChart๋กœ ์ž˜ ์ •๋ฆฌ๋˜์–ด ์žˆ์Šต๋‹ˆ๋‹ค - ์˜ˆ : ์ž…๋ฌธ์„œ๋ฅผ ์›ํ•˜๋Š”์ง€, ์ž์„ธํ•œ ์ฑ…์„ ์›ํ•˜๋Š”์ง€ => ์ž…๋ฌธ์„œ์˜ ๊ฒฝ์šฐ Causal Inference in Statistics, ์ž์„ธํ•œ ์ฑ…์€ ๋˜ ์—ฌ๋Ÿฌ ์งˆ๋ฌธ์œผ๋กœ ๋ถ„๊ธฐ๊ฐ€ ๋ฉ๋‹ˆ๋‹ค - ์—ฌ๋Ÿฌ ์ถ”์ฒœ ์ฑ…์— ๋Œ€ํ•œ ๊ฐ„๋‹จํ•œ ๋ฆฌ๋ทฐ๋ฅผ ์ œ๊ณตํ•ฉ๋‹ˆ๋‹ค ๐Ÿ‘ ์ฝ์œผ๋ฉด ์ข‹์€ ๋ถ„ - ์ธ๊ณผ ์ถ”๋ก (Causal Inference)์— ๋Œ€ํ•ด ๊ถ๊ธˆํ•˜์‹  ๋ถ„ - ์›์ธ๊ณผ ๊ฒฐ๊ณผ์— ๋Œ€ํ•ด ๋ช…ํ™•ํžˆ ์•Œ๊ณ  ์‹ถ์€ ๋ถ„ ๐Ÿ“‹ ์–ธ๊ธ‰๋œ ์ฑ… - Elements of Causal Inference : ๋จธ์‹ ๋Ÿฌ๋‹ ๋ฐฐ๊ฒฝ์„ ์Œ“์€ ๋ถ„๋“ค์—๊ฒŒ ์ถ”์ฒœ - Causal Inference: What If : ๊ฐ€์žฅ ์‹ค์šฉ์ ์ธ ์ฑ… - Causal Inference in Statistics: ์ž…๋ฌธ์„œ๋กœ ์ธ๊ณผ ์ถ”๋ก ์— ๋Œ€ํ•ด ๋ช…ํ™•ํ•˜๊ณ  ์ž˜ ์†Œ๊ฐœํ•จ - Causality : Structural Causal Model(SCM) ์ „๋ฌธ๊ฐ€๊ฐ€ ๋˜๊ณ ์ž ํ•˜๋Š” ์‚ฌ๋žŒ์—๊ฒŒ ์ถ”์ฒœ - Counterfactuals and Causal Inference: Methods and Principles for Social Research : ๊ฒฝ์ œํ•™, ์ปดํ“จํ„ฐ ๊ณผํ•™, ์‚ฌํšŒ ๊ณผํ•™ ์ „๋ฐ˜์˜ ์ธ๊ณผ ์ถ”๋ก ์— ๋Œ€ํ•ด ๋‹ค๋ฃจ๋Š” ์ฑ…. ์‚ฌํšŒ ๊ณผํ•™์˜ ์‚ฌ๋ก€๋ฅผ ์‚ฌ์šฉ - Mostly Harmless Econometrics : ๊ฒฝ์ œํ•™ ๊ด€์ ์—์„œ ์ธ๊ณผ์ถ”๋ก ์— ๋Œ€ํ•œ ์ƒ๊ฐ์„ ์ž‘์„ฑํ•œ ์ฑ… - 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)

Which causal inference book you should read

Bradyneal

2021๋…„ 4์›” 30์ผ ์˜คํ›„ 2:58

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