10 - Causal Discovery from Observational Data

Описание к видео 10 - Causal Discovery from Observational Data

In the 10th week of the Introduction to Causal Inference online course, we cover causal discovery from observational data. Please post questions in the YouTube comments section.

Introduction to Causal Inference Course Website: causalcourse.com

0:00 Intro
1:14 Outline
1:48 Assumptions for Independence-Based Causal Discovery
7:15 Markov Equivalence and Main Theorem
18:44 The PC Algorithm
32:43 Can We Do Better?
34:17 Issues with Independence-Based Causal Discovery
35:24 No Identifiability Without Parametric Assumptions
39:40 Linear Non-Gaussian Setting
46:48 Nonlinear Additive Noise Setting

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