About: Generating Corpora of activities of Daily Living and Towards Measuring the Corpora's Complexity

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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/KadlecCAVE2012.pdf
Description	Episodic memory modeling enjoys increasing interest in virtual agents, autonomous companions or computer games research communities. To evaluate memory models, it is often necessary to \fill them with appropriate data - streams of activities corresponding to what would happen to a real human during a particular time period. However, such activity corpora, freely available, are, to our best knowledge, lacking. This paper has two goals. First, it shows two already implemented complementary approaches to generating activity corpora. While the first one uses HTN planning to create a corpus with relatively abstract activities, the second one utilizes a 3D simulation to generate a stream of more fine-grained actions. The key question is evaluation of the resulting corpora in terms of their resemblance to streams of activities of real humans. Thus, the second goal of this paper is to compare the generated corpora to several known datasets of human activity, based on their entropy, compressibility and statistics of transitions between actions. This can be conceived as a first step towards creating general complexity measures of streams of human actions and we see it as the main contribution of this paper. Episodic memory modeling enjoys increasing interest in virtual agents, autonomous companions or computer games research communities. To evaluate memory models, it is often necessary to \fill them with appropriate data - streams of activities corresponding to what would happen to a real human during a particular time period. However, such activity corpora, freely available, are, to our best knowledge, lacking. This paper has two goals. First, it shows two already implemented complementary approaches to generating activity corpora. While the first one uses HTN planning to create a corpus with relatively abstract activities, the second one utilizes a 3D simulation to generate a stream of more fine-grained actions. The key question is evaluation of the resulting corpora in terms of their resemblance to streams of activities of real humans. Thus, the second goal of this paper is to compare the generated corpora to several known datasets of human activity, based on their entropy, compressibility and statistics of transitions between actions. This can be conceived as a first step towards creating general complexity measures of streams of human actions and we see it as the main contribution of this paper. (en)
Title	Generating Corpora of activities of Daily Living and Towards Measuring the Corpora's Complexity Generating Corpora of activities of Daily Living and Towards Measuring the Corpora's Complexity (en)
skos:prefLabel	Generating Corpora of activities of Daily Living and Towards Measuring the Corpora's Complexity Generating Corpora of activities of Daily Living and Towards Measuring the Corpora's Complexity (en)
skos:notation	RIV/00216208:11320/13:10172792!RIV14-GA0-11320___
http://linked.open...avai/riv/aktivita	P S
http://linked.open...avai/riv/aktivity	P(GAP103/10/1287), P(GD201/09/H057), S
http://linked.open...vai/riv/dodaniDat	2014
http://linked.open...aciTvurceVysledku	Běhan, Zdeněk Brom, Cyril Kadlec, Rudolf Čermák, Michal
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	76328
http://linked.open...ai/riv/idVysledku	RIV/00216208:11320/13:10172792
http://linked.open...riv/jazykVysledku	eng - angličtina
http://linked.open.../riv/klicovaSlova	Entropy; Compressibility; AND-OR trees; HTN planning; Behavior complexity measurement; Virtual agents (en)
http://linked.open.../riv/klicoveSlovo	Compressibility Virtual agents Entropy AND-OR trees Behavior complexity measurement HTN planning
http://linked.open...ontrolniKodProRIV	[5C0E5335A0AE]
http://linked.open...v/mistoKonaniAkce	Valencie
http://linked.open...i/riv/mistoVydani	Neuvedeno
http://linked.open...i/riv/nazevZdroje	Lecture Notes in Computer Science
http://linked.open...in/vavai/riv/obor	IN
http://linked.open...ichTvurcuVysledku	4 (xsd:int)
http://linked.open...cetTvurcuVysledku	4 (xsd:int)
http://linked.open...vavai/riv/projekt	PlanEx: Bridging Planning and Execution Res Informatica
http://linked.open...UplatneniVysledku	2013
http://linked.open...iv/tvurceVysledku	Brom, Cyril Kadlec, Rudolf Čermák, Michal Běhan, Zdeněk
http://linked.open...vavai/riv/typAkce	WRD - Světová
http://linked.open.../riv/zahajeniAkce	2012-06-04 (xsd:date)
issn	0302-9743
number of pages	18 (xsd:int)
http://bibframe.org/vocab/doi	10.1007/978-3-642-36444-0_10
http://purl.org/ne...btex#hasPublisher	Springer-Verlag. (Berlin; Heidelberg)
https://schema.org/isbn	978-3-642-36443-3
http://localhost/t...ganizacniJednotka	11320

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