Awesome Causal Inference

Books

1. The Book of Why: The New Science of Cause and Effect by Judea Pearl, Dana Mackenzie
2. Counterfactuals and Causal Inference: Methods and Principles for Social Research (Analytical Methods for Social Research) 2nd Edition by Stephen L. Morgan, Christopher Winship
3. Elements of Causal Inference By Jonas Peters, Dominik Janzing and Bernhard Schölkopf
4. 의학 및 사회과학 연구를 위한 통계적 인과 추론 by Judea Pearl , Madelyn Glymour , Nicholas P , Jewell (김미정 옮김)
5. Causal Inference: The Mixtape by Scott Cunningham
6. Causal Inference: What If by Miguel A. Hernan and James M. Robins

Lectures

1. Introduction to Causal Inference, 2020 by Brady Neal
2. Getting Started with Causal Inference
3. Causal Reinforcement Learning (CRL)
4. Causal Diagrams: Draw Your Assumptions Before Your Conclusions (edX course)
5. 코로나19의 사회과학
6. Online Causal Inference Seminar

Tools

1. DAGs with NO TEARS - structure learning
2. CausalNex
   • 소개글: Introducing CausalNex — Driving Models Which Respect Cause And Effect
   • DAGs with NO TEARS 도 구현에 반영한 것으로 보임
3. Causal ML: A Python Package for Uplift Modeling and Causal Inference with ML by Uber
   • 관련논문: Uplift Modeling for Multiple Treatments with Cost Optimization
4. Econ ML
5. DoWhy
6. CausalImpact

Articles / Online Materials

1. NC Soft 기술 블로그
   • 인과관계를 찾아서 1
   • 인과관계를 찾아서 2
   • 인과관계를 찾아서 3: 도구변수
   • 인과관계를 찾아서 4: 이중차분법
   • 도메인 지식이 결여된 인과 추정이 위험한 이유
   • 인과추론 분석 설계에서 도메인 지식이 필요한 이유
   • 게임 플레이어는 좋은 아이템을 획득하면 게임을 더 열심히 하게 될까?
2. Causality and Machine Learning by Microsoft Research
3. Causal Inference : Primer (2019-06-01 잔디콘) by 이민호
4. The Book of Why 정리 by Causal Inference Korea

Other Awesome Repos

1. imirzadeh/awesome-causal-inference
2. matthewvowels1/Awesome-Causal-Inference
3. tangxiangru/awesome-causal-inference
4. jonghkim/awesome-machine-learning-management-research