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Judea Pearl

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The New Science of Cause and EffectPyData Los Angeles 20182018-10-17
Argues that data science needs an actual causal engine: a graph‑based Structural Causal Model plus surgical interventions and do‑calculus that let one answer…
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The Mathematics of Causal Inference, with Reflections on Machine Learning and the Logic of ScienceSymposium on Visions of the Theory of Computing 20132013-05-29
Argues that causal questions require structural models, not just distributions, and gives concrete tools: structural equations, graphs and do-calculus with…
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