About: DyBaNeM: Bayesian Episodic Memory Framework for Intelligent Virtual Agents

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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)

Attributes	Values
rdf:type	skos:Concept http://linked.opendata.cz/ontology/domain/vavai/Vysledek
rdfs:seeAlso	http://artemis.ms.mff.cuni.cz/main/papers/DyBaNeM-IVA2013.pdf
Description	Episodic Memory (EM) abilities are important for many types of intelligent virtual agents (IVAs). However, the few IVA EM systems implemented to date utilize indexed logs of events as the underlying memory representation, which makes it hard to model some crucial facets of human memory, including hierarchical organization of episodes, reconstructive memory retrieval, and encoding of episodes with respect to previously learnt schemata. Here, we present a new general framework for EM modeling, DyBaNeM, which capitalizes on bayesian representation and, consequently, enables modeling these (and other) features easily. By means of a proof-of-concept implementation, we demonstrate that our approach to EM modeling is promising, at least for domains of moderate complexity. Episodic Memory (EM) abilities are important for many types of intelligent virtual agents (IVAs). However, the few IVA EM systems implemented to date utilize indexed logs of events as the underlying memory representation, which makes it hard to model some crucial facets of human memory, including hierarchical organization of episodes, reconstructive memory retrieval, and encoding of episodes with respect to previously learnt schemata. Here, we present a new general framework for EM modeling, DyBaNeM, which capitalizes on bayesian representation and, consequently, enables modeling these (and other) features easily. By means of a proof-of-concept implementation, we demonstrate that our approach to EM modeling is promising, at least for domains of moderate complexity. (en)
Title	DyBaNeM: Bayesian Episodic Memory Framework for Intelligent Virtual Agents DyBaNeM: Bayesian Episodic Memory Framework for Intelligent Virtual Agents (en)
skos:prefLabel	DyBaNeM: Bayesian Episodic Memory Framework for Intelligent Virtual Agents DyBaNeM: Bayesian Episodic Memory Framework for Intelligent Virtual Agents (en)
skos:notation	RIV/00216208:11320/13:10172793!RIV14-GA0-11320___
http://linked.open...avai/riv/aktivita	P S
http://linked.open...avai/riv/aktivity	P(GAP103/10/1287), S
http://linked.open...vai/riv/dodaniDat	2014
http://linked.open...aciTvurceVysledku	Brom, Cyril Kadlec, Rudolf
http://linked.open.../riv/druhVysledku	D - Článek ve sborníku
http://linked.open...iv/duvernostUdaju	S - Úplné a pravdivé údaje nepodléhající ochraně podle zvláštních právních předpisů
http://linked.open...titaPredkladatele	Univerzita Karlova v Praze / Matematicko-fyzikální fakulta
http://linked.open...dnocenehoVysledku	70848
http://linked.open...ai/riv/idVysledku	RIV/00216208:11320/13:10172793
http://linked.open...riv/jazykVysledku	eng - angličtina
http://linked.open.../riv/klicovaSlova	Dialog; Dynamic Bayes Networks; Episodic Memory (en)
http://linked.open.../riv/klicoveSlovo	Dynamic Bayes Networks Episodic Memory Dialog
http://linked.open...ontrolniKodProRIV	[0A85A2358778]
http://linked.open...v/mistoKonaniAkce	Edinburgh, UK
http://linked.open...i/riv/mistoVydani	Berlin
http://linked.open...i/riv/nazevZdroje	Lecture Notes in Computer Science
http://linked.open...in/vavai/riv/obor	IN
http://linked.open...ichTvurcuVysledku	2 (xsd:int)
http://linked.open...cetTvurcuVysledku	2 (xsd:int)
http://linked.open...vavai/riv/projekt	PlanEx: Bridging Planning and Execution
http://linked.open...UplatneniVysledku	2013
http://linked.open...iv/tvurceVysledku	Brom, Cyril Kadlec, Rudolf
http://linked.open...vavai/riv/typAkce	WRD - Světová
http://linked.open.../riv/zahajeniAkce	2013-08-29 (xsd:date)
issn	0302-9743
number of pages	14 (xsd:int)
http://bibframe.org/vocab/doi	10.1007/978-3-642-40415-3_2
http://purl.org/ne...btex#hasPublisher	Springer-Verlag
https://schema.org/isbn	978-3-642-40414-6
http://localhost/t...ganizacniJednotka	11320

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