kth.sePublications KTH
Change search
CiteExportLink to record
Permanent link

Direct link
Cite
Citation style
  • apa
  • ieee
  • modern-language-association-8th-edition
  • vancouver
  • 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
Self-adhesivity in lattices of abstract conditional independence models
KTH, School of Engineering Sciences (SCI), Mathematics (Dept.), Mathematics (Div.).ORCID iD: 0000-0001-7284-1827
Utrecht University, Department of Information and Computing Sciences, 3584 CS Utrecht, The Netherlands; Open University of the Netherlands, Faculty of Science, 6419 AT, Heerlen, The Netherlands.
Institute of Information Theory and Automation, Pod Vodárenskou věží 4, 182 00, Prague, Czech Republic, Pod Vodárenskou věží 4.
2025 (English)In: Discrete Applied Mathematics, ISSN 0166-218X, E-ISSN 1872-6771, Vol. 361, p. 196-225Article in journal (Refereed) Published
Abstract [en]

We introduce an algebraic concept of the frame for abstract conditional independence (CI) models, together with basic operations with respect to which such a frame should be closed: copying and marginalization. Three standard examples of such frames are (discrete) probabilistic CI structures, semi-graphoids and structural semi-graphoids. We concentrate on those frames which are closed under the operation of set-theoretical intersection because, for these, the respective families of CI models are lattices. This allows one to apply the results from lattice theory and formal concept analysis to describe such families in terms of implications among CI statements. The central concept of this paper is that of self-adhesivity defined in algebraic terms, which is a combinatorial reflection of the self-adhesivity concept studied earlier in context of polymatroids and information theory. The generalization also leads to a self-adhesivity operator defined on the meta-level of CI frames. We answer some of the questions related to this approach and raise other open questions. The core of the paper is in computations. The combinatorial approach to computation might overcome some memory and space limitation of software packages based on polyhedral geometry, in particular, if SAT solvers are utilized. We characterize some basic CI families over 4 variables in terms of canonical implications among CI statements. We apply our method in information-theoretical context to the task of entropic region demarcation over 5 variables.

Place, publisher, year, edition, pages
Elsevier BV , 2025. Vol. 361, p. 196-225
Keywords [en]
Boolean satisfiability, Conditional independence, Lattice (order theory), Pseudo-closed element, Self-adhesivity, Semi-graphoid
National Category
Mathematics
Identifiers
URN: urn:nbn:se:kth:diva-355476DOI: 10.1016/j.dam.2024.10.006ISI: 001344013900001Scopus ID: 2-s2.0-85207029715OAI: oai:DiVA.org:kth-355476DiVA, id: diva2:1909464
Note

QC 20241111

Available from: 2024-10-30 Created: 2024-10-30 Last updated: 2024-11-11Bibliographically approved

Open Access in DiVA

No full text in DiVA

Other links

Publisher's full textScopus

Authority records

Boege, Tobias

Search in DiVA

By author/editor
Boege, Tobias
By organisation
Mathematics (Div.)
In the same journal
Discrete Applied Mathematics
Mathematics

Search outside of DiVA

GoogleGoogle Scholar

doi
urn-nbn

Altmetric score

doi
urn-nbn
Total: 49 hits
CiteExportLink to record
Permanent link

Direct link
Cite
Citation style
  • apa
  • ieee
  • modern-language-association-8th-edition
  • vancouver
  • 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