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  4. A Proposal on Discovering Causal Structures in Technical Systems by Means of Interventions
 
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2021
Conference Paper
Title

A Proposal on Discovering Causal Structures in Technical Systems by Means of Interventions

Abstract
Causal Discovery has become an area of high interest for researchers. It has lead to great advances in medicine, in the social sciences and in genetics. But uptil now, it is hardly used to identify causal relations in technical systems. This paper presents the basic building blocks for in-depth research. This paper reviews established causal discovery methods and causal models. In contrast to existing surveys of this domain, we focus on the causal discovery methods using interventions. Based thereon, we propose the idea of a promising interventional discovery approach for technical systems. It takes advantage of not only direct, but also indirect causal relationships, which might improve the learning process of causal structures.
Author(s)
Rehak, Josephine  
Fraunhofer-Institut für Optronik, Systemtechnik und Bildauswertung IOSB  
Mainwork
Joint Workshop of Fraunhofer IOSB and Institute for Anthropomatics, Vision and Fusion Laboratory 2020. Proceedings  
Conference
Fraunhofer Institute of Optronics, System Technologies and Image Exploitation and Institute for Anthropomatics, Vision and Fusion Laboratory (Joint Workshop) 2020  
Open Access
File(s)
Download (281.3 KB)
Rights
CC BY 4.0: Creative Commons Attribution
DOI
10.5445/IR/1000135218
10.24406/publica-r-411597
Language
English
Fraunhofer-Institut für Optronik, Systemtechnik und Bildauswertung IOSB  
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