Adaptive Umweltmodellierung für kognitive Systeme in offener Welt durch dynamische Konzepte und quantitative Modellbewertung

• Format: eBook
• Language: German
• Published: Karlsruhe KIT Scientific Publishing 2022
• Series: Karlsruher Schriften zur Anthropomatik
• Subjects: Maths for computer scientists; cognitive systems; concept learning; kognitive Systeme; Konzeptlernen; probabilistic information processing; probabilistische Informationsverarbeitung; quantitative model evaluation; quantitative Modellbewertung; Umweltmodellierung; world modeling
• Online Access: Open Access: DOAB: description of the publication; Open Access: DOAB, download the publication

 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.