About: Axiomatisation of fully probabilistic design

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rdf:type	skos:Concept http://linked.opendata.cz/ontology/domain/vavai/Vysledek
Description	This text provides background of fully probabilistic design (FPD) of decision-making strategies and shows that it is a proper extension of the standard Bayesian decision making. FPD essentially minimises Kullback–Leibler divergence of closed-loop model on its ideal counterpart. The inspection of the background is important as the current motivation for FPD is mostly heuristic one, while the technical development of FPD confirms its far reaching possibilities. FPD unifies and simplifies subtasks and elements of decision making under uncertainty. For instance, (i) both system model and decision preferences are expressed in common probabilistic language; (ii) optimisation is simplified due to existence of explicit minimiser in stochastic dynamic programming; (iii) DM methodology for single and multiple aims is unified. This text provides background of fully probabilistic design (FPD) of decision-making strategies and shows that it is a proper extension of the standard Bayesian decision making. FPD essentially minimises Kullback–Leibler divergence of closed-loop model on its ideal counterpart. The inspection of the background is important as the current motivation for FPD is mostly heuristic one, while the technical development of FPD confirms its far reaching possibilities. FPD unifies and simplifies subtasks and elements of decision making under uncertainty. For instance, (i) both system model and decision preferences are expressed in common probabilistic language; (ii) optimisation is simplified due to existence of explicit minimiser in stochastic dynamic programming; (iii) DM methodology for single and multiple aims is unified. (en)
Title	Axiomatisation of fully probabilistic design Axiomatisation of fully probabilistic design (en)
skos:prefLabel	Axiomatisation of fully probabilistic design Axiomatisation of fully probabilistic design (en)
skos:notation	RIV/67985556:_____/12:00367271!RIV12-AV0-67985556
http://linked.open...avai/predkladatel	Ústav teorie informace a automatizace AV ČR, v. v. i.
http://linked.open...avai/riv/aktivita	P Z
http://linked.open...avai/riv/aktivity	P(2C06001), P(GA102/08/0567), Z(AV0Z10750506)
http://linked.open...iv/cisloPeriodika	1
http://linked.open...vai/riv/dodaniDat	2012
http://linked.open...aciTvurceVysledku	Kárný, Miroslav Kroupa, Tomáš
http://linked.open.../riv/druhVysledku	J - Článek v odborném periodiku
http://linked.open...iv/duvernostUdaju	S - Úplné a pravdivé údaje nepodléhající ochraně podle zvláštních právních předpisů
http://linked.open...titaPredkladatele	Ústav teorie informace a automatizace AV ČR, v. v. i.
http://linked.open...dnocenehoVysledku	124342
http://linked.open...ai/riv/idVysledku	RIV/67985556:_____/12:00367271
http://linked.open...riv/jazykVysledku	eng - angličtina
http://linked.open.../riv/klicovaSlova	Bayesian decision making; Fully probabilistic design; Kullback–Leibler divergence; Unified decision making (en)
http://linked.open.../riv/klicoveSlovo	Bayesian decision making Fully probabilistic design Kullback–Leibler divergence Unified decision making
http://linked.open...odStatuVydavatele	US - Spojené státy americké
http://linked.open...ontrolniKodProRIV	[A1E1842BD199]
http://linked.open...i/riv/nazevZdroje	Information Sciences
http://linked.open...in/vavai/riv/obor	BB
http://linked.open...ichTvurcuVysledku	2 (xsd:int)
http://linked.open...cetTvurcuVysledku	2 (xsd:int)
http://linked.open...vavai/riv/projekt	Fully probabilistic design of dynamic decision strategies Fully probabilistic design of adaptive decision-making strategies suitable under informationally demanding conditions
http://linked.open...UplatneniVysledku	2012
http://linked.open...v/svazekPeriodika	186
http://linked.open...iv/tvurceVysledku	Kroupa, Tomáš Kárný, Miroslav
http://linked.open...ain/vavai/riv/wos	000298460300007
http://linked.open...n/vavai/riv/zamer	Pokročilé matematické metody získávání, zpracování a využití informací a znalostí ve složitých a nedeterministických systémech
issn	0020-0255
number of pages	9 (xsd:int)
http://bibframe.org/vocab/doi	10.1016/j.ins.2011.09.018
is http://linked.open...avai/riv/vysledek of	Axiomatisation of fully probabilistic design

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