About: Revisiting the Decomposition Approach to Inference in Exponential Families and Graphical Models

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An Entity of Type : http://linked.opendata.cz/ontology/domain/vavai/Vysledek, within Data Space : linked.opendata.cz associated with source document(s)

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rdf:type	skos:Concept http://linked.opendata.cz/ontology/domain/vavai/Vysledek
Description	The approach to upper-bounding the (log-)partition function and the modes of a probability distribution from a general exponential family is revisited. This approach is based on decomposition of the original problem into tractable subproblems. It was proposed by Wainwright et al. for undirected graphical models (MRFs) and tree-structured subproblems. We generalize it to general subproblems and general exponential families. The approach to upper-bounding the (log-)partition function and the modes of a probability distribution from a general exponential family is revisited. This approach is based on decomposition of the original problem into tractable subproblems. It was proposed by Wainwright et al. for undirected graphical models (MRFs) and tree-structured subproblems. We generalize it to general subproblems and general exponential families. (en)
Title	Revisiting the Decomposition Approach to Inference in Exponential Families and Graphical Models Revisiting the Decomposition Approach to Inference in Exponential Families and Graphical Models (en)
skos:prefLabel	Revisiting the Decomposition Approach to Inference in Exponential Families and Graphical Models Revisiting the Decomposition Approach to Inference in Exponential Families and Graphical Models (en)
skos:notation	RIV/68407700:21230/09:00162855!RIV10-MSM-21230___
http://linked.open...avai/riv/aktivita	P Z
http://linked.open...avai/riv/aktivity	P(7E08031), Z(MSM6840770038)
http://linked.open...vai/riv/dodaniDat	2010
http://linked.open...aciTvurceVysledku	Werner, Tomáš
http://linked.open.../riv/druhVysledku	O - Ostatní výsledky nezařaditelné do žádného z výše uvedených druhů výsledku
http://linked.open...iv/duvernostUdaju	S - Úplné a pravdivé údaje nepodléhající ochraně podle zvláštních právních předpisů
http://linked.open...titaPredkladatele	České vysoké učení technické v Praze / Fakulta elektrotechnická
http://linked.open...dnocenehoVysledku	339290
http://linked.open...ai/riv/idVysledku	RIV/68407700:21230/09:00162855
http://linked.open...riv/jazykVysledku	eng - angličtina
http://linked.open.../riv/klicovaSlova	undirected graphical model; Markov random field; exponential family; mean polytope; problem decomposition; inference; log-linear model (en)
http://linked.open.../riv/klicoveSlovo	Markov random field inference exponential family log-linear model mean polytope problem decomposition undirected graphical model
http://linked.open...ontrolniKodProRIV	[D898F6989B5E]
http://linked.open...in/vavai/riv/obor	JD
http://linked.open...ichTvurcuVysledku	1 (xsd:int)
http://linked.open...cetTvurcuVysledku	1 (xsd:int)
http://linked.open...vavai/riv/projekt	Dynamic Interactive Perception-action Learning in Cognitive Systems
http://linked.open...UplatneniVysledku	2009
http://linked.open...iv/tvurceVysledku	Werner, Tomáš
http://linked.open...n/vavai/riv/zamer	Decision Making and Control for Manufacturing III
http://localhost/t...ganizacniJednotka	21230

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