'Familiar causal model' presentation slideshows

WHAT'S NEW IN CAUSAL INFERENCE: From Propensity Scores And Mediation To External Validity

WHAT'S NEW IN CAUSAL INFERENCE: From Propensity Scores And Mediation To External Validity. Judea Pearl University of California Los Angeles (www.cs.ucla.edu/~judea/). OUTLINE. Unified conceptualization of counterfactuals, structural-equations, and graphs Propensity scores demystified

733 views • 58 slides

CAUSAL INFERENCE AS A MACHINE LEARNING EXERCISE

CAUSAL INFERENCE AS A MACHINE LEARNING EXERCISE. Judea Pearl Computer Science and Statistics UCLA www.cs.ucla.edu/~judea/. OUTLINE. Learning: Statistical vs. Causal concepts. Causal models and identifiability. Learnability of three types of causal queries:.

908 views • 58 slides

Judea Pearl University of California Los Angeles (cs.ucla/~judea)

Judea Pearl University of California Los Angeles (www.cs.ucla.edu/~judea). THE MATHEMATICS OF CAUSE AND EFFECT. REFERENCES ON CAUSALITY. Home page: Tutorials, Lectures, slides, publications and blog www.cs.ucla.edu/~judea/

432 views • 41 slides

CAUSES AND COUNTERFACTUALS OR THE SUBTLE WISDOM OF BRAINLESS ROBOTS

353 views • 24 slides