Adaptive Umweltmodellierung für kognitive Systeme in offener Welt durch dynamische Konzepte und quantitative Modellbewertung
Dissertations in Series (Dissertationen in Schriftenreihe)
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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.
Keywords
Umweltmodellierung; quantitative Modellbewertung; probabilistische Informationsverarbeitung; Konzeptlernen; kognitive Systeme; world modeling; quantitative model evaluation; concept learning; probabilistic information processing; cognitive systemsDOI
10.5445/KSP/1000148667ISBN
9783731512196, 9783731512196Publisher
KIT Scientific PublishingPublisher website
https://www.ksp.kit.edu/index.php?link=shop&sort=allPublication date and place
Karlsruhe, 2022Imprint
KIT Scientific PublishingSeries
Karlsruher Schriften zur Anthropomatik, 57Classification
Maths for computer scientists