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image/svg+xml Jakob Voss, based on art designer at PLoS, modified by Wikipedia users Nina and Beao Closed Access logo, derived from PLoS Open Access logo. This version with transparent background. http://commons.wikimedia.org/wiki/File:Closed_Access_logo_transparent.svg Jakob Voss, based on art designer at PLoS, modified by Wikipedia users Nina and Beao Institutional Reposi...arrow_drop_down
image/svg+xml Jakob Voss, based on art designer at PLoS, modified by Wikipedia users Nina and Beao Closed Access logo, derived from PLoS Open Access logo. This version with transparent background. http://commons.wikimedia.org/wiki/File:Closed_Access_logo_transparent.svg Jakob Voss, based on art designer at PLoS, modified by Wikipedia users Nina and Beao
Institutional Repository Universiteit Antwerpen
Conference object . 2024
Data sources: Institutional Repository Universiteit Antwerpen
image/svg+xml Jakob Voss, based on art designer at PLoS, modified by Wikipedia users Nina and Beao Closed Access logo, derived from PLoS Open Access logo. This version with transparent background. http://commons.wikimedia.org/wiki/File:Closed_Access_logo_transparent.svg Jakob Voss, based on art designer at PLoS, modified by Wikipedia users Nina and Beao
https://doi.org/10.1007/978-3-...
Part of book or chapter of book . 2024 . Peer-reviewed
License: Springer Nature TDM
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Robustness in LiNGAM

descriptionPublicationkeyboard_double_arrow_right Part of book or chapter of book , Conference object 01 Jan 2024 English Publisher:Springer Nature Switzerland
Authors: Raymaekers, Jakob;

doi: 10.1007/978-3-031-65993-5_48

handle: 10067/2102340151162165141

Robustness in LiNGAM

Abstract

Abstract: We review the LiNGAM structural causal model, its identifiability properties and the three most popular algorithms for fitting the model on real data. We illustrate the sensitivity of these algorithms to a single outlier in the data. A robust counterpart for each of the three algorithms is presented, and it is shown that one of them, TSLiNGAM, is particularly promising.

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Keywords

Computer. Automation, Mathematics

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selected citations
These citations are derived from selected sources.
This is an alternative to the "Influence" indicator, which also reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Citations provided by BIP!
popularity
This indicator reflects the "current" impact/attention (the "hype") of an article in the research community at large, based on the underlying citation network.
BIP!Popularity provided by BIP!
influence
This indicator reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Influence provided by BIP!
impulse
This indicator reflects the initial momentum of an article directly after its publication, based on the underlying citation network.
BIP!Impulse provided by BIP!
0
Average
Average
Average
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