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Novel Virtual User Models of Mild Cognitive Impairment for Simulating Dementia

Virtual user modeling research has attempted to address critical issues of human-computer interaction (HCI) such as usability and utility through a large number of analytic, usability-oriented approaches as cognitive models in order to provide users with experiences fitting to their specific needs....

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Detalles Bibliográficos
Autores principales: Segkouli, Sofia, Paliokas, Ioannis, Tzovaras, Dimitrios, Tsakiris, Thanos, Tsolaki, Magda, Karagiannidis, Charalampos
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Hindawi Publishing Corporation 2015
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4538765/
https://www.ncbi.nlm.nih.gov/pubmed/26339282
http://dx.doi.org/10.1155/2015/358638
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author Segkouli, Sofia
Paliokas, Ioannis
Tzovaras, Dimitrios
Tsakiris, Thanos
Tsolaki, Magda
Karagiannidis, Charalampos
author_facet Segkouli, Sofia
Paliokas, Ioannis
Tzovaras, Dimitrios
Tsakiris, Thanos
Tsolaki, Magda
Karagiannidis, Charalampos
author_sort Segkouli, Sofia
collection PubMed
description Virtual user modeling research has attempted to address critical issues of human-computer interaction (HCI) such as usability and utility through a large number of analytic, usability-oriented approaches as cognitive models in order to provide users with experiences fitting to their specific needs. However, there is demand for more specific modules embodied in cognitive architecture that will detect abnormal cognitive decline across new synthetic task environments. Also, accessibility evaluation of graphical user interfaces (GUIs) requires considerable effort for enhancing ICT products accessibility for older adults. The main aim of this study is to develop and test virtual user models (VUM) simulating mild cognitive impairment (MCI) through novel specific modules, embodied at cognitive models and defined by estimations of cognitive parameters. Well-established MCI detection tests assessed users' cognition, elaborated their ability to perform multitasks, and monitored the performance of infotainment related tasks to provide more accurate simulation results on existing conceptual frameworks and enhanced predictive validity in interfaces' design supported by increased tasks' complexity to capture a more detailed profile of users' capabilities and limitations. The final outcome is a more robust cognitive prediction model, accurately fitted to human data to be used for more reliable interfaces' evaluation through simulation on the basis of virtual models of MCI users.
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spelling pubmed-45387652015-09-03 Novel Virtual User Models of Mild Cognitive Impairment for Simulating Dementia Segkouli, Sofia Paliokas, Ioannis Tzovaras, Dimitrios Tsakiris, Thanos Tsolaki, Magda Karagiannidis, Charalampos Comput Math Methods Med Research Article Virtual user modeling research has attempted to address critical issues of human-computer interaction (HCI) such as usability and utility through a large number of analytic, usability-oriented approaches as cognitive models in order to provide users with experiences fitting to their specific needs. However, there is demand for more specific modules embodied in cognitive architecture that will detect abnormal cognitive decline across new synthetic task environments. Also, accessibility evaluation of graphical user interfaces (GUIs) requires considerable effort for enhancing ICT products accessibility for older adults. The main aim of this study is to develop and test virtual user models (VUM) simulating mild cognitive impairment (MCI) through novel specific modules, embodied at cognitive models and defined by estimations of cognitive parameters. Well-established MCI detection tests assessed users' cognition, elaborated their ability to perform multitasks, and monitored the performance of infotainment related tasks to provide more accurate simulation results on existing conceptual frameworks and enhanced predictive validity in interfaces' design supported by increased tasks' complexity to capture a more detailed profile of users' capabilities and limitations. The final outcome is a more robust cognitive prediction model, accurately fitted to human data to be used for more reliable interfaces' evaluation through simulation on the basis of virtual models of MCI users. Hindawi Publishing Corporation 2015 2015-08-03 /pmc/articles/PMC4538765/ /pubmed/26339282 http://dx.doi.org/10.1155/2015/358638 Text en Copyright © 2015 Sofia Segkouli et al. https://creativecommons.org/licenses/by/3.0/ This is an open access article distributed under the Creative Commons Attribution License, which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited.
spellingShingle Research Article
Segkouli, Sofia
Paliokas, Ioannis
Tzovaras, Dimitrios
Tsakiris, Thanos
Tsolaki, Magda
Karagiannidis, Charalampos
Novel Virtual User Models of Mild Cognitive Impairment for Simulating Dementia
title Novel Virtual User Models of Mild Cognitive Impairment for Simulating Dementia
title_full Novel Virtual User Models of Mild Cognitive Impairment for Simulating Dementia
title_fullStr Novel Virtual User Models of Mild Cognitive Impairment for Simulating Dementia
title_full_unstemmed Novel Virtual User Models of Mild Cognitive Impairment for Simulating Dementia
title_short Novel Virtual User Models of Mild Cognitive Impairment for Simulating Dementia
title_sort novel virtual user models of mild cognitive impairment for simulating dementia
topic Research Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4538765/
https://www.ncbi.nlm.nih.gov/pubmed/26339282
http://dx.doi.org/10.1155/2015/358638
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