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Title:

Confidence in causal inference under structure uncertainty in linear causal models with equal variances

Document type:
Zeitschriftenaufsatz
Author(s):
Strieder, David; Drton, Mathias
Abstract:
Inferring the effect of interventions within complex systems is a fundamental problem of statistics. A widely studied approach uses structural causal models that postulate noisy functional relations among a set of interacting variables. The underlying causal structure is then naturally represented by a directed graph whose edges indicate direct causal dependencies. In a recent line of work, additional assumptions on the causal models have been shown to render this causal graph identifiable from...     »
Keywords:
Confidence intervals; causal-effects; linear structural equation models; equal error variances; graphical models
Dewey Decimal Classification:
510 Mathematik
Journal title:
Journal of Causal Inference
Year:
2023
Journal volume:
11
Year / month:
2023-12
Quarter:
4. Quartal
Month:
Dec
Journal issue:
1
Language:
en
Fulltext / DOI:
doi:10.1515/jci-2023-0030
WWW:
De Gruyter
Publisher:
Walter de Gruyter GmbH
E-ISSN:
2193-3685
Date of publication:
01.12.2023
Semester:
WS 23-24
TUM Institution:
Lehrstuhl für Mathematische Statistik
Format:
Text
 BibTeX