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Assessing the Effec...
Assessing the Effects of Interacting with MAP-Elites
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- Alvarez, Alberto, 1992- (författare)
- Malmö universitet,Institutionen för datavetenskap och medieteknik (DVMT)
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- Font, Jose (författare)
- Malmö universitet,Institutionen för datavetenskap och medieteknik (DVMT)
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- Dahlskog, Steve (författare)
- Malmö universitet,Institutionen för datavetenskap och medieteknik (DVMT)
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- Togelius, Julian (författare)
- New York University
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(creator_code:org_t)
- 2021-10-04
- 2021
- Engelska.
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Ingår i: Proceedings of the seventeenth {AAAI} Conference on Artificial Intelligence and Interactive Digital Entertainment. - : Association for the Advancement of Artificial Intelligence. - 9781577358718 ; , s. 124-131
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https://doi.org/10.1...
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https://mau.diva-por... (primary) (Raw object)
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https://urn.kb.se/re...
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https://doi.org/10.1...
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Abstract
Ämnesord
Stäng
- MAP-Elites has been successfully applied to the generation of game content and robot behaviors. However, its behavior and performance when interacted with in co-creative systems is underexplored. This paper analyzes the implications of synthetic interaction for the stability and adaptability of MAP-Elites in such scenarios. We use pre-recorded human-made level design sessions with the Interactive Constrained MAP-Elites (IC MAP-Elites). To analyze the effect of each edition step in the search space over time using different feature dimensions, we introduce Temporal Expressive Range Analysis (TERA). With TERAs, MAP-Elites is assessed in terms of its adaptability and stability to generate diverse and high-performing individuals. Our results show that interactivity, in the form of design edits and MAP-Elites adapting towards them, directs the search process to previously unexplored areas of the fitness landscape and points towards how this could improve and enrich the co-creative process with quality-diverse individuals.
Ämnesord
- NATURVETENSKAP -- Data- och informationsvetenskap -- Datavetenskap (hsv//swe)
- NATURAL SCIENCES -- Computer and Information Sciences -- Computer Sciences (hsv//eng)
- NATURVETENSKAP -- Data- och informationsvetenskap -- Människa-datorinteraktion (hsv//swe)
- NATURAL SCIENCES -- Computer and Information Sciences -- Human Computer Interaction (hsv//eng)
Nyckelord
- Interaktionsdesign
- Interaktionsdesign
Publikations- och innehållstyp
- ref (ämneskategori)
- kon (ämneskategori)
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