'Causal diagrams' diaporamas de présentation

ASSESSING CAUSAL QUANTITIES FROM EXPERIMENTAL AND NONEXPERIMENTAL DATA

ASSESSING CAUSAL QUANTITIES FROM EXPERIMENTAL AND NONEXPERIMENTAL DATA. Judea Pearl Computer Science and Statistics UCLA www.cs.ucla.edu/~judea/. OUTLINE. From probability to causal analysis: The differences The barriers The benefits. Assessing the effects of actions and policies.

966 views • 84 slides

REASONING WITH CAUSE AND EFFECT

REASONING WITH CAUSE AND EFFECT. Judea Pearl Department of Computer Science UCLA. OUTLINE. Modeling: Statistical vs. Causal Causal Models and Identifiability Inference to three types of claims: Effects of potential interventions Claims about attribution (responsibility)

1.15k views • 81 slides

REASONING WITH CAUSE AND EFFECT

REASONING WITH CAUSE AND EFFECT. Judea Pearl Department of Computer Science UCLA. OUTLINE. Modeling: Statistical vs. Causal Causal Models and Identifiability Inference to three types of claims: Effects of potential interventions Claims about attribution (responsibility)

954 views • 81 slides

REASONING WITH CAUSE AND EFFECT

REASONING WITH CAUSE AND EFFECT. Judea Pearl Department of Computer Science UCLA. OUTLINE. Modeling: Statistical vs. Causal Causal Models and Identifiability Inference to three types of claims: Effects of potential interventions Claims about attribution (responsibility)

868 views • 73 slides

656 views • 64 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:.

909 views • 58 slides

Causal Models for Regression Modeling Strategies

Causal Models for Regression Modeling Strategies. Drew Griffin Levy May, 2019. Takeaways : Reasons to consider causal models for regression modeling in observational studies. Alternative approaches to variable selection

430 views • 21 slides