https://www.inference.vc/causal-inference-3-counterfactuals/
Counterfactuals are weird. I wasn't going to talk about them in my MLSS lectures on Causal Inference, mainly because wasn't sure I fully understood...
causal inference
https://tompepinsky.com/2019/07/22/imbens-on-dags-and-the-pedagogy-of-causal-inference/
Guido Imbens has an interesting new essay on the graphical causal modeling approach pioneered by Judea Pearl, which uses directed acyclic graphs (DAGs) to...
causal inferencedagspedagogy
https://www.routledge.com/Causal-Inference-and-Machine-Learning-In-Economics-Social-and-Health-Sciences/Yuksel-Aydede/p/book/9781032820415
Causal Inference and Machine Learning in Economics, Social, and Health Sciences bridges the gap between modern machine learning methods and the applied needs of
causal inferencemachine learningeconomicssocial
https://www.inference.vc/causal-inference-2-illustrating-interventions-in-a-toy-example/
Last week I had the honor to lecture at the Machine Learning Summer School in Stellenbosch, South Africa [https://mlssafrica.com/]. I chose to talk about...
causal inferenceinterventionsviatoyexample
https://www.inference.vc/causal-inference-4/
This post is written with my PhD student and now guest author Patrik Reizinger [https://twitter.com/rpatrik96] and is part 4 of a series of posts on causal...
causal inferencediagramsmarkovstructuralequation