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0447685 - ÚTIA 2016 RIV US eng C - Conference Paper (international conference)
Studený, Milan
How matroids occur in the context of learning Bayesian network structure.
Uncertainty in Artificial Intelligence, Proceedings of the Thirty-First Conference (2015). Corvallis, Oregon: AUAI Press, 2015, s. 832-841. ISBN 978-0-9966431-0-8.
[31st Conference on Uncertainty in Artificial Intelligence. Amsterdam (NL), 12.07.2015-16.07.2015]
R&D Projects: GA ČR GA13-20012S
Institutional support: RVO:67985556
Keywords : learning Bayesian network structure * matroid * family-variable polytope
Subject RIV: BA - General Mathematics
http://library.utia.cas.cz/separaty/2015/MTR/studeny-0447685.pdf
Permanent Link: http://hdl.handle.net/11104/0249568

0393223 - ÚTIA 2014 RIV US eng J - Journal Article
Studený, Milan - Haws, D.C.
On polyhedral approximations of polytopes for learning Bayesian networks.
Journal of Algebraic Statistics. Roč. 4, č. 1 (2013), s. 59-92. ISSN 1309-3452
R&D Projects: GA ČR GA201/08/0539
Institutional support: RVO:67985556
Keywords : Bayesian network structure * integer programming * standard imset * characteristic imset * LP relaxation
Subject RIV: BA - General Mathematics
http://library.utia.cas.cz/separaty/2013/MTR/studeny-on polyhedral approximations of polytopes for learning bayesian networks.pdf
Permanent Link: http://hdl.handle.net/11104/0221988

0381536 - ÚTIA 2013 RIV ES eng C - Conference Paper (international conference)
Studený, Milan
Integer linear programming approach to learning Bayesian network structure: towards the essential graph.
Proceedings of the 6th European Workshop on Graphical Models. Granada: DESCAI, University of Granada, 2012, s. 307-314. ISBN 978-84-15536-57-4.
[6th European Workshop on Probabilistic Graphical Models (PGM). Granada (ES), 19.09.2012-21.09.2012]
R&D Projects: GA ČR GA201/08/0539
Institutional support: RVO:67985556
Keywords : learning Bayesian network structure * characteristic imset * essential graph
Subject RIV: BA - General Mathematics
http://library.utia.cas.cz/separaty/2012/MTR/studeny-integer linear programming approach to learning Bayesian network structure towards the essential graph.pdf
Permanent Link: http://hdl.handle.net/11104/0211982

0329649 - ÚTIA 2010 RIV CZ eng C - Conference Paper (international conference)
Studený, Milan - Vomlel, Jiří
On open questions in the geometric approach to learning BN structures.
[O otevřených otázkách v geometrickém přístupu k učení struktury Bayesovkých sítí.]
WUPES'09. Praha: University of Economics Prague, 2009 - (Kroupa, T.; Vejnarová, J.), s. 226-236. ISBN 978-80-245-1543-4.
[8th Workshop on Uncertainty Processing. Liblice (CZ), 19.09.2009-23.09.2009]
R&D Projects: GA MŠMT(CZ) 1M0572; GA ČR GA201/08/0539
Grant - others:European Science Foundation(XE) ICC/08/E010; GA MŠk(CZ) 2C06019
Institutional research plan: CEZ:AV0Z10750506
Keywords : Bayesian network structure * polytope * standard imset
Subject RIV: BA - General Mathematics
http://library.utia.cas.cz/separaty/2009/MTR/studeny-on open questions in the geometric approach to learning bn structures.pdf
Permanent Link: http://hdl.handle.net/11104/0175628