liu.seSearch for publications in DiVA
Change search
CiteExportLink to record
Permanent link

Direct link
Cite
Citation style
  • apa
  • harvard1
  • ieee
  • modern-language-association-8th-edition
  • vancouver
  • oxford
  • Other style
More styles
Language
  • de-DE
  • en-GB
  • en-US
  • fi-FI
  • nn-NO
  • nn-NB
  • sv-SE
  • Other locale
More languages
Output format
  • html
  • text
  • asciidoc
  • rtf
Every LWF and AMP Chain Graph Originates from a Set of Causal Models
Linköping University, Department of Computer and Information Science, Database and information techniques. Linköping University, Faculty of Science & Engineering.
2015 (English)In: SYMBOLIC AND QUANTITATIVE APPROACHES TO REASONING WITH UNCERTAINTY, ECSQARU 2015, SPRINGER-VERLAG BERLIN , 2015, Vol. 9161, p. 325-334Conference paper, Published paper (Refereed)
Resource type
Text
Abstract [en]

This paper aims at justifying LWF and AMP chain graphs by showing that they do not represent arbitrary independence models. Specifically, we show that every chain graph is inclusion optimal wrt the intersection of the independence models represented by a set of directed and acyclic graphs under conditioning. This implies that the independence model represented by the chain graph can be accounted for by a set of causal models that are subject to selection bias, which in turn can be accounted for by a system that switches between different regimes or configurations.

Place, publisher, year, edition, pages
SPRINGER-VERLAG BERLIN , 2015. Vol. 9161, p. 325-334
Series
Lecture Notes in Computer Science, ISSN 0302-9743, E-ISSN 1611-3349 ; 9161
National Category
Computer and Information Sciences
Identifiers
URN: urn:nbn:se:liu:diva-123537DOI: 10.1007/978-3-319-20807-7_29ISI: 000364847800029ISBN: 978-3-319-20807-7 (print)ISBN: 978-3-319-20806-0 (print)OAI: oai:DiVA.org:liu-123537DiVA: diva2:886133
Conference
13th European Conference on Symbolic and Quantitative Approaches to Reasoning with Uncertainty (ECSQARU)
Available from: 2015-12-21 Created: 2015-12-21 Last updated: 2018-01-26

Open Access in DiVA

No full text in DiVA

Other links

Publisher's full text

Authority records BETA

M Pena, Jose

Search in DiVA

By author/editor
M Pena, Jose
By organisation
Database and information techniquesFaculty of Science & Engineering
Computer and Information Sciences

Search outside of DiVA

GoogleGoogle Scholar

doi
isbn
urn-nbn

Altmetric score

doi
isbn
urn-nbn
Total: 39 hits
CiteExportLink to record
Permanent link

Direct link
Cite
Citation style
  • apa
  • harvard1
  • ieee
  • modern-language-association-8th-edition
  • vancouver
  • oxford
  • Other style
More styles
Language
  • de-DE
  • en-GB
  • en-US
  • fi-FI
  • nn-NO
  • nn-NB
  • sv-SE
  • Other locale
More languages
Output format
  • html
  • text
  • asciidoc
  • rtf