Structural equations, graphs and interventions

Ilya Shpitser

doi:10.1002/9781119945710.ch3

Structural equations, graphs and interventions

Ilya Shpitser

Research output: Chapter in Book/Report/Conference proceeding › Chapter

Original language	English (US)
Title of host publication	Causality
Subtitle of host publication	Wiley Series in Probability and Statistics
Publisher	Wiley-Blackwell
Pages	15-24
Number of pages	10
ISBN (Electronic)	9781119945710
ISBN (Print)	9780470665565
DOIs	https://doi.org/10.1002/9781119945710.ch3
State	Published - Jun 26 2012
Externally published	Yes

Keywords

Causality, fundamental to understanding of the natural world
Latent variables, in causal inference problems
NPSEM formalism and potential outcome formalism
NPSEM, data generating mechanism for encoding causation
NPSEMs and hypothetical worlds, counterfactual sharing unobservable variables
NPSEMs framework, graph theory and probability theory
NPSEMs in outcomes, causal diagram making causal assumption explicit
Semi Markovian models and bow arc graph
Structural equations, graphs and interventions
The Markovian model, causal diagram representation of NPSEM

ASJC Scopus subject areas

General Mathematics

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10.1002/9781119945710.ch3

Cite this

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title = "Structural equations, graphs and interventions",

keywords = "Causality, fundamental to understanding of the natural world, Latent variables, in causal inference problems, NPSEM formalism and potential outcome formalism, NPSEM, data generating mechanism for encoding causation, NPSEMs and hypothetical worlds, counterfactual sharing unobservable variables, NPSEMs framework, graph theory and probability theory, NPSEMs in outcomes, causal diagram making causal assumption explicit, Semi Markovian models and bow arc graph, Structural equations, graphs and interventions, The Markovian model, causal diagram representation of NPSEM",

author = "Ilya Shpitser",

year = "2012",

month = jun,

day = "26",

doi = "10.1002/9781119945710.ch3",

language = "English (US)",

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KW - Causality, fundamental to understanding of the natural world

KW - Latent variables, in causal inference problems

KW - NPSEM formalism and potential outcome formalism

KW - NPSEM, data generating mechanism for encoding causation

KW - NPSEMs and hypothetical worlds, counterfactual sharing unobservable variables

KW - NPSEMs framework, graph theory and probability theory

KW - NPSEMs in outcomes, causal diagram making causal assumption explicit

KW - Semi Markovian models and bow arc graph

KW - Structural equations, graphs and interventions

KW - The Markovian model, causal diagram representation of NPSEM

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U2 - 10.1002/9781119945710.ch3

DO - 10.1002/9781119945710.ch3

M3 - Chapter

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SN - 9780470665565

SP - 15

EP - 24

BT - Causality

PB - Wiley-Blackwell

ER -

Structural equations, graphs and interventions

Keywords

ASJC Scopus subject areas

Access to Document

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