Chain Graph Interpretations and Their Relations, Extended Version
2013 (English)In: Proceedings of the 12th European Conference, ECSQARU 2013, Utrecht, The Netherlands, July 8-10, 2013 / [ed] Linda C. van der Gaag, Springer Berlin/Heidelberg, 2013, 510-521 p.Conference paper (Refereed)
This paper deals with different chain graph interpretations and the relations between them in terms of representable independence models. Specifically, we study the Lauritzen-Wermuth-Frydenberg, Andersson-Madigan-Perlman and multivariate regression interpretations and present the necessary and sufficient conditions for when a chain graph of one interpretation can be perfectly translated into a chain graph of another interpretation. Moreover, we also present a feasible split for the Andersson-Madigan-Perlman interpretation with similar features as the feasible splits presented for the other two interpretations.
Place, publisher, year, edition, pages
Springer Berlin/Heidelberg, 2013. 510-521 p.
Lecture Notes in Computer Science, ISSN 0302-9743 (print), 1611-3349 (online) ; Vol. 7958
Chain Graphs, Lauritzen-Wermuth-Frydenberg interpretation, Andersson-Madigan-Perlman interpretation, multivariate regression interpretation
Engineering and Technology
IdentifiersURN: urn:nbn:se:liu:diva-105814DOI: 10.1007/978-3-642-39091-3_43ISBN: 978-3-642-39090-6 (print)ISBN: 978-3-642-39091-3 (ebook)OAI: oai:DiVA.org:liu-105814DiVA: diva2:710809
The 12th European Conference on Symbolic and Quantitative Approaches to Reasoning with Uncertainty July 7th -10th, Utrecht, The Netherlands
Awarded best student paper award at ECSQARU 2013.2014-04-082014-04-082015-05-28Bibliographically approved