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Characteristic imset: a simple algebraic representative of a Bayesian network structure
- 1.0347486 - ÚTIA 2011 RIV FI eng C - Conference Paper (international conference)
Studený, Milan - Hemmecke, R. - Lindner, S.
Characteristic imset: a simple algebraic representative of a Bayesian network structure.
Proceedings of the 5th European Workshop on Probabilistic Graphical Models (PGM 2010). Helsinki: HIIT Publications, 2010 - (Myllymaki, P.; Roos, T.; Jaakkola, T.), s. 257-264. ISBN 978-952-60-3314-3. ISSN 1458-946X.
[5th European Workshop on Probabilistic Graphical Models. Helsinki (FI), 13.09.2010-15.09.2010]
R&D Projects: GA MŠMT(CZ) 1M0572; GA ČR GA201/08/0539
Institutional research plan: CEZ:AV0Z10750506
Keywords : characteristic imset * Bayesian network strucutre * essential graph
Subject RIV: BA - General Mathematics
http://library.utia.cas.cz/separaty/2010/MTR/studeny-characteristic imset a simple algebraic representative of a bayesian network structure.pdf
Basic idea of algebraic and geometric approach to learning Bayesian nets is recalled. A simpler algebraic representative, called the characteristic imset, is proposed. It is a 0-1 vector, obtained from the former representative, standard imset, by an affine trensformation. It is closer to graphical decription. The relation to the essential graph is established.
Permanent Link: http://hdl.handle.net/11104/0188258
Number of the records: 1