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Title:

Definite Non-Ancestral Relations and Structure Learning

Document type:
Konferenzbeitrag
Author(s):
Chen, Wenyu; Drton, Mathias; Shojaie, Ali
Abstract:
In causal graphical models based on directed acyclic graphs (DAGs), directed paths represent causal pathways between the corresponding variables. The variable at the beginning of such a path is referred to as an ancestor of the variable at the end of the path. Ancestral relations between variables play an important role in causal modeling. In existing literature on structure learning, these relations are usually deduced from learned structures and used for orienting edges or formulating constrai...     »
Dewey Decimal Classification:
510 Mathematik
Book / Congress title:
8th Causal Inference Workshop at UAI (causalUAI 2021)
Date of congress:
July 30, 2021
Date of publication:
30.07.2021
Year:
2021
Quarter:
3. Quartal
Year / month:
2021-07
Pages:
paper #2, pages 1-5.
WWW:
https://drive.google.com/file/d/1m9kgwPRjpuoPFAnc8GGHgootgbA66OgE/view
Semester:
SS 21
TUM Institution:
Lehrstuhl für Mathematische Statistik
Format:
Text
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