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An Introduction to Causal Inference, Paperback/Judea Pearl

Name: An Introduction to Causal Inference, Paperback/Judea Pearl
Brand: Createspace Independent Publishing Platform
SKU: 06568d0176b0eaba7d31c83b202f8d91
Price: 69.99 RON
Availability: InStock

Vânzător

elefant.ro

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Pret

69.99 Lei

Categorie (vânzător)

Foreign Books

Marca

Createspace Independent Publishing Platform

Produs actualizat în urmă cu 27 zile

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Preț: 69.99 Lei

Caracteristicile produsului An Introduction to Causal Inference,

Brand: Createspace Independent Publishing Platform
Categoria: Foreign Books
Magazin: elefant.ro
Ultima actualizare: 13-07-2026 00:25:33

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Descriere magazin:
Contributor(s): Author: Judea Pearl This book summarizes recent advances in causal inference and underscores the paradigmatic shifts that must be undertaken in moving from traditional statistical analysis to causal analysis of multivariate data. Special emphasis is placed on the assumptions that underlie all causal inferences, the languages used in formulating those assumptions, the conditional nature of all causal and counterfactual claims, and the methods that have been developed for the assessment of such claims. These advances are illustrated using a general theory of causation based on the Structural Causal Model (SCM), which subsumes and unifies other approaches to causation, and provides a coherent mathematical foundation for the analysis of causes and counterfactuals. In particular, the paper surveys the development of mathematical tools for inferring (from a combination of data and assumptions) answers to three types of causal queries: those about (1) the effects of potential interventions, (2) probabilities of counterfactuals, and (3) direct and indirect effects (also known as "mediation"). Finally, the paper defines the formal and conceptual relationships between the structural and potential-outcome frameworks and presents tools for a symbiotic analysis that uses the strong features of both. The tools are demonstrated in the analyses of mediation, causes of effects, and probabilities of causation.

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