Slide 1THE MATHEMATICS OF CAUSAL INFERENCE IN STATISTICS Judea Pearl Department of Computer Science UCLA Slide 2 Statistical vs. Causal Modeling: distinction and mental barriers…

Slide 1 CAUSES AND COUNTERFACTUALS Judea Pearl University of California Los Angeles (www.cs.ucla.edu/~judea/jsm09) Slide 2 THEORETICAL DEVELOPMENTS IN CAUSAL INFERENCE Judea…

Slide 1CAUSES AND COUNTERFACTIALS IN THE EMPIRICAL SCIENCES Judea Pearl University of California Los Angeles (www.cs.ucla.edu/~judea) Slide 2 Inference: Statistical vs. Causal…

Slide 1 THE MATHEMATICS OF CAUSAL MODELING Judea Pearl Department of Computer Science UCLA Slide 2 Modeling: Statistical vs. Causal Causal Models and Identifiability Inference…

Slide 1 1 CAUSAL INFERENCE: MATHEMATICAL FOUNDATIONS AND PRACTICAL APPLICATIONS Judea Pearl University of California Los Angeles (www.cs.ucla.edu/~judea/) Slide 2 2 Inference:…

Slide 1 CAUSAL INFERENCE IN THE EMPIRICAL SCIENCES Judea Pearl University of California Los Angeles (www.cs.ucla.edu/~judea) Slide 2 Inference: Statistical vs. Causal distinctions…

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

§ 1.1 § 1.1 An Overview of Statistics 1 Data and Statistics Data consists of information coming from observations, counts, measurements, or responses. Statistics is…

§ 1.1 § 1.1 An Overview of Statistics 1 Data and Statistics Data consists of information coming from observations, counts, measurements, or responses. Statistics is…

§ 1.1 § 1.1 An Overview of Statistics 1 Data and Statistics Data consists of information coming from observations, counts, measurements, or responses. Statistics is…