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Titel:

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

Dokumenttyp:
Zeitschriftenaufsatz
Autor(en):
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...     »
Stichworte:
Confidence intervals; causal-effects; linear structural equation models; equal error variances; graphical models
Dewey Dezimalklassifikation:
510 Mathematik
Zeitschriftentitel:
Journal of Causal Inference
Jahr:
2023
Band / Volume:
11
Jahr / Monat:
2023-12
Quartal:
4. Quartal
Monat:
Dec
Heft / Issue:
1
Sprache:
en
Volltext / DOI:
doi:10.1515/jci-2023-0030
WWW:
De Gruyter
Verlag / Institution:
Walter de Gruyter GmbH
E-ISSN:
2193-3685
Publikationsdatum:
01.12.2023
Semester:
WS 23-24
TUM Einrichtung:
Lehrstuhl für Mathematische Statistik
Format:
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