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Agent Based User Modeling

A framework based on Java and 3D game technology

von Tinus, Wouter   (Autor)

In this work multiple technologies are combined to create a complete framework to run automated or interactive user modelling experiments. Java controlled agents - optionally based on BDI platforms such as 3APL or Jason - can be introduced into a 3D game world generated by the Unreal engine. Once there, they can observe and interact with both the environment and each other. Humans also can join the simulation at different levels of interactivity. They can merely observe, partake to create an element of unpredictability, or eventually even become the main subject of scrutiny for the modelling algorithms. All behavior in the simulation is recorded for detailed (offline) analysis. By comparing the output of different predictions methods to the actual goals of the agents at the time of recording, researchers are able to quickly try new ideas, both for modelling behavior and for analyzing it.

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Produktbeschreibung

In this work multiple technologies are combined to create a complete framework to run automated or interactive user modelling experiments. Java controlled agents - optionally based on BDI platforms such as 3APL or Jason - can be introduced into a 3D game world generated by the Unreal engine. Once there, they can observe and interact with both the environment and each other. Humans also can join the simulation at different levels of interactivity. They can merely observe, partake to create an element of unpredictability, or eventually even become the main subject of scrutiny for the modelling algorithms. All behavior in the simulation is recorded for detailed (offline) analysis. By comparing the output of different predictions methods to the actual goals of the agents at the time of recording, researchers are able to quickly try new ideas, both for modelling behavior and for analyzing it. 

Autoreninfo

Wouter Tinus, M.Sc was born in Eindhoven, The Netherlands and completed the course "Agents and computational intelligence" at Utrecht University in 2007. Most of this work was carried out while on exchange in Australia at the University of Melbourne. His current research interests include autonomous vehicles and smart infrastructure. 

Mehr vom Autor:

Tinus, Wouter

Produktdetails

Medium: Buch
Format: Kartoniert
Seiten: 112
Sprache: Englisch
Erschienen: Oktober 2010
Maße: 220 x 150 mm
Gewicht: 185 g
ISBN-10: 3843364346
ISBN-13: 9783843364348

Bestell-Nr.: 9524856 
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KNOABBVERMERK: 2010. 112 S.
Einband: Kartoniert
Sprache: Englisch
Beilage(n): Paperback

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