Calibration de simulations multi-agents à l'aide d'une méthode semi-automatique d'analyse du comportement
Identifieur interne : 000119 ( Main/Exploration ); précédent : 000118; suivant : 000120Calibration de simulations multi-agents à l'aide d'une méthode semi-automatique d'analyse du comportement
Auteurs : Kévin Darty [France] ; Julien Saunier [France] ; Nicolas Sabouret [France]Source :
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Abstract
In the context of agent-based simulation, a major issue is to define relevant parameters of the agent model and calibrate them. This issue is yet harder in immersive virtual environments, where intelligent agents reproduce human behaviour and interact with users. In this paper, we propose to log and analyse agents behaviour to evaluate their similarity to humans behaviour in an immersive virtual environment. Clustering is then used to get an abstraction of individual behaviours. The behaviour archetypes are studied in terms of cluster members in order to identify agent lacks, capacities and errors. This study enables to 1) dismiss invalid parameter sets, 2) calibrate valid simulations and 3) explain lacks in the agent models for further improvement.
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This issue is yet harder in immersive virtual environments, where intelligent agents reproduce human behaviour and interact with users. In this paper, we propose to log and analyse agents behaviour to evaluate their similarity to humans behaviour in an immersive virtual environment. Clustering is then used to get an abstraction of individual behaviours. The behaviour archetypes are studied in terms of cluster members in order to identify agent lacks, capacities and errors. This study enables to 1) dismiss invalid parameter sets, 2) calibrate valid simulations and 3) explain lacks in the agent models for further improvement.</div></front></TEI><affiliations><list><country><li>France</li></country><region><li>Haute-Normandie</li><li>Région Normandie</li></region><settlement><li>Le Havre</li><li>Rouen</li></settlement><orgName><li>Université de Rouen</li><li>Université du Havre</li></orgName></list><tree><country name="France"><noRegion><name sortKey="Darty, Kevin" sort="Darty, Kevin" uniqKey="Darty K" first="Kévin" last="Darty">Kévin Darty</name></noRegion><name sortKey="Sabouret, Nicolas" sort="Sabouret, Nicolas" uniqKey="Sabouret N" first="Nicolas" last="Sabouret">Nicolas Sabouret</name><name sortKey="Saunier, Julien" sort="Saunier, Julien" uniqKey="Saunier J" first="Julien" last="Saunier">Julien Saunier</name></country></tree></affiliations></record>Pour manipuler ce document sous Unix (Dilib)
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