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Status: Bibliographieeintrag
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Verfasst von:Jipp, Meike [VerfasserIn]   i
 Badreddin, Essameddin [VerfasserIn]   i
 Abkai, Ciamak [VerfasserIn]   i
Titel:Individual ability-based system configuration
Titelzusatz:cognitive profiling with Bayesian Networks
Mitwirkende:Hesser, Jürgen   i
Verf.angabe:Meike Jipp, Essam Badreddin,Ciamak Abkai, Jurgen Hesser
Jahr:2008
Umfang:6 S.
Fussnoten:Gesehen am 14.06.2019
Titel Quelle:Enthalten in: IEEE International Conference on Systems, Man and Cybernetics, 2008
Ort Quelle:Piscataway, NJ : IEEE, 2008
Jahr Quelle:2008
Band/Heft Quelle:(2008), Seite 3359-3364
ISBN Quelle:978-1-4244-2383-5
 1-4244-2383-X
 978-1-4244-2383-5
Abstract:In this paper, we present a new method to model individual cognitive abilities, which were originally described by structural equation models and which can be used to reduce the possibility of human error when interacting with complex technical system. Our proposed model is based on hierarchical Bayesian networks and deals therefore with uncertain and noisy data. The validity of the method is demonstrated on the basis of simulations of real-life data. The inference from the Bayesian network demonstrates that estimating the user's cognitive abilities is possible in a reliable manner in real-time. Structural and data dependency analyses further show that less evidence data are necessary to provide cognitive profile classification. This especially highlights the advantage of our new method in comparison to the - in psychology - traditionally used structural equation models. Such cognitive profiling will allow adapting a system's demand character to the cognitive ability level of an individual user, which will make operating that system less error-prone, as many human errors result out of systems requesting more cognitive abilities than the operator has available.
DOI:doi:10.1109/ICSMC.2008.4811816
URL:Bitte beachten Sie: Dies ist ein Bibliographieeintrag. Ein Volltextzugriff für Mitglieder der Universität besteht hier nur, falls für die entsprechende Zeitschrift/den entsprechenden Sammelband ein Abonnement besteht oder es sich um einen OpenAccess-Titel handelt.

Volltext: https://ieeexplore.ieee.org/document/4811816
 Volltext: https://doi.org/10.1109/ICSMC.2008.4811816
 DOI: https://doi.org/10.1109/ICSMC.2008.4811816
Datenträger:Online-Ressource
Sprache:eng
K10plus-PPN:1667453157
Verknüpfungen:→ Sammelwerk

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