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Higher-Level Cognition and Computation: A Survey

dc.contributor.authorRagni, Marco
dc.contributor.authorStolzenburg, Frieder
dc.date.accessioned2018-01-08T09:17:54Z
dc.date.available2018-01-08T09:17:54Z
dc.date.issued2015
dc.description.abstractHigher-level cognition is one of the constituents of our human mental abilities and subsumes reasoning, planning, language understanding and processing, and problem solving. A deeper understanding can lead to core insights to human cognition and to improve cognitive systems. There is, however, so far no unique characterization of the processes of human cognition. This survey introduces different approaches from cognitive architectures, artificial neural networks, and Bayesian modeling from a modeling perspective to vibrant fields such as connecting neurobiological processes with computational processes of reasoning, frameworks of rationality, and non-monotonic logics and common-sense reasoning. The survey ends with a set of five core challenges and open questions relevant for future research.
dc.identifier.pissn1610-1987
dc.identifier.urihttps://dl.gi.de/handle/20.500.12116/11479
dc.publisherSpringer
dc.relation.ispartofKI - Künstliche Intelligenz: Vol. 29, No. 3
dc.relation.ispartofseriesKI - Künstliche Intelligenz
dc.subjectArtificial intelligence
dc.subjectCognitive and computational modeling
dc.subjectHigher-level cognition
dc.subjectProblem solving
dc.subjectReasoning
dc.titleHigher-Level Cognition and Computation: A Survey
dc.typeText/Journal Article
gi.citation.endPage253
gi.citation.startPage247

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