'Causal assumptions' diaporamas de présentation

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RESURRECTING HAAVELMO: THE CAUSAL FOUNDATIONS OF ECONOMETRIC MODELS

RESURRECTING HAAVELMO: THE CAUSAL FOUNDATIONS OF ECONOMETRIC MODELS

RESURRECTING HAAVELMO: THE CAUSAL FOUNDATIONS OF ECONOMETRIC MODELS. Judea Pearl University of California Los Angeles (www.cs.ucla.edu/~judea). BACKGROUND Two attempted hijackings.

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865 views • 74 slides
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

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

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748 views • 73 slides
CAUSES AND COUNTERFACTUALS

CAUSES AND COUNTERFACTUALS

CAUSES AND COUNTERFACTUALS. Judea Pearl University of California Los Angeles (www.cs.ucla.edu/~judea/jsm09). THEORETICAL DEVELOPMENTS IN CAUSAL INFERENCE. Judea Pearl University of California Los Angeles (www.cs.ucla.edu/~judea/jsm09). OUTLINE. Inference: Statistical vs. Causal,

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873 views • 72 slides
CAUSAL INFERENCE IN STATISTICS

CAUSAL INFERENCE IN STATISTICS

CAUSAL INFERENCE IN STATISTICS. Judea Pearl University of California Los Angeles (www.cs.ucla.edu/~judea/jsm09). OUTLINE. Inference: Statistical vs. Causal, distinctions, and mental barriers Unified conceptualization of counterfactuals, structural-equations, and graphs

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1.18k views • 69 slides
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

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

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733 views • 58 slides
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

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

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668 views • 52 slides
Interesting Statistical Phenomenon

Interesting Statistical Phenomenon

Interesting Statistical Phenomenon. VA San Diego Addictions Seminar 4/16/08 Kevin Cummins. Definitions. Paradox : a statement that is seemingly contradictory or opposed to common sense and yet is perhaps true Fallacy : a false or mistaken idea

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598 views • 42 slides
Judea Pearl University of California Los Angeles (cs.ucla/~judea)

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/

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433 views • 41 slides
Moving away from Linear-Gaussian assumptions

Moving away from Linear-Gaussian assumptions

Moving away from Linear-Gaussian assumptions. Pros: Flexibility to model nodes with whatever statistical assumption we want to make. Better inference Better predictions . Cons: Some things become much harder. No baked-in test of global fit

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437 views • 28 slides

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