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Adaptive Umweltmodellierung für kognitive Systeme in offener Welt durch dynamische Konzepte und quantitative Modellbewertung
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In this work, an approach for adaptive world modeling is proposed. World models for cognitive systems often employ predefined domain models, which may become insufficient when encountering unforeseen entities. The presented approach addresses an adaptive extension of such domain models, considering the relevance of proposed model adaptations. As a basis, a quantitative model evaluation is devised, rating the ability of a domain model to represent the currently observed environment state.
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Keywords
- cognitive systems
- Computer science
- Computing & information technology
- concept learning
- kognitive Systeme
- Konzeptlernen
- Mathematical theory of computation
- Maths for computer scientists
- probabilistic information processing
- probabilistische Informationsverarbeitung
- quantitative model evaluation
- quantitative Modellbewertung
- thema EDItEUR::U Computing and Information Technology::UY Computer science::UYA Mathematical theory of computation::UYAM Maths for computer scientists
- Umweltmodellierung
- World Modeling
Links
DOI: 10.5445/KSP/1000148667Editions