Fall 2025 Computer Science W4775 section 001

Causal Inference

Call Number 13753
Day & Time
Location
MW 4:10pm-5:25pm
To be announced
Points 3
Grading Mode Standard
Approvals Required None
Instructor Elias Bareinboim
Type LECTURE
Method of Instruction In-Person
Course Description

Causal Inference theory and applications. The theoretical topics include the 3-layer causal hierarchy,  causal bayesian networks, structural learning, the identification problem and the do-calculus, linear identifiability, bounding, and counterfactual analysis. The applied part includes intersection with statistics, the empirical-data sciences (social and health), and AI and ML.

Web Site Vergil
Department Computer Science
Enrollment 0 students (50 max) as of 5:06PM Tuesday, April 22, 2025
Subject Computer Science
Number W4775
Section 001
Division School of Engineering and Applied Science: Graduate
Open To Architecture, Schools of the Arts, Barnard College, Business, Columbia College, Engineering:Undergraduate, Engineering:Graduate, GSAS, General Studies, SIPA, Journalism, Law, Public Health, Professional Studies, Social Work
Section key 20253COMS4775W001