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Towards Adaptive Information Visualization - A Study of Information Visualization Aids and the Role of User Cognitive Style

Information Visualization systems have traditionally followed a one-size-fits-all model, whereby the same visualization is shown to each user, without taking into consideration an individual user's preferences, abilities, or context. By contrast, given the considerable cognitive effort involved...

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Detalles Bibliográficos
Autores principales: Steichen, Ben, Fu, Bo
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Frontiers Media S.A. 2019
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7861274/
https://www.ncbi.nlm.nih.gov/pubmed/33733111
http://dx.doi.org/10.3389/frai.2019.00022
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author Steichen, Ben
Fu, Bo
author_facet Steichen, Ben
Fu, Bo
author_sort Steichen, Ben
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description Information Visualization systems have traditionally followed a one-size-fits-all model, whereby the same visualization is shown to each user, without taking into consideration an individual user's preferences, abilities, or context. By contrast, given the considerable cognitive effort involved in using Information Visualizations, this paper investigates the effect of an individual user's cognitive style on Information Visualization performance. In addition, this paper studies several interactive “visualization aids” (i.e., interactive overlays that can aid in visualization comprehension), as well as the effect of cognitive style on aid choices and preferences. The results from a user study show that cognitive style plays a significant role when performing tasks with Information Visualizations in general, and that there are clear differences in terms of individual aid choices and preferences. These findings also provide motivation for the development of adaptive and personalized Information Visualization systems that could better assist users according to their individual cognitive style.
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spelling pubmed-78612742021-03-16 Towards Adaptive Information Visualization - A Study of Information Visualization Aids and the Role of User Cognitive Style Steichen, Ben Fu, Bo Front Artif Intell Artificial Intelligence Information Visualization systems have traditionally followed a one-size-fits-all model, whereby the same visualization is shown to each user, without taking into consideration an individual user's preferences, abilities, or context. By contrast, given the considerable cognitive effort involved in using Information Visualizations, this paper investigates the effect of an individual user's cognitive style on Information Visualization performance. In addition, this paper studies several interactive “visualization aids” (i.e., interactive overlays that can aid in visualization comprehension), as well as the effect of cognitive style on aid choices and preferences. The results from a user study show that cognitive style plays a significant role when performing tasks with Information Visualizations in general, and that there are clear differences in terms of individual aid choices and preferences. These findings also provide motivation for the development of adaptive and personalized Information Visualization systems that could better assist users according to their individual cognitive style. Frontiers Media S.A. 2019-11-01 /pmc/articles/PMC7861274/ /pubmed/33733111 http://dx.doi.org/10.3389/frai.2019.00022 Text en Copyright © 2019 Steichen and Fu. http://creativecommons.org/licenses/by/4.0/ This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) and the copyright owner(s) are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms.
spellingShingle Artificial Intelligence
Steichen, Ben
Fu, Bo
Towards Adaptive Information Visualization - A Study of Information Visualization Aids and the Role of User Cognitive Style
title Towards Adaptive Information Visualization - A Study of Information Visualization Aids and the Role of User Cognitive Style
title_full Towards Adaptive Information Visualization - A Study of Information Visualization Aids and the Role of User Cognitive Style
title_fullStr Towards Adaptive Information Visualization - A Study of Information Visualization Aids and the Role of User Cognitive Style
title_full_unstemmed Towards Adaptive Information Visualization - A Study of Information Visualization Aids and the Role of User Cognitive Style
title_short Towards Adaptive Information Visualization - A Study of Information Visualization Aids and the Role of User Cognitive Style
title_sort towards adaptive information visualization - a study of information visualization aids and the role of user cognitive style
topic Artificial Intelligence
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7861274/
https://www.ncbi.nlm.nih.gov/pubmed/33733111
http://dx.doi.org/10.3389/frai.2019.00022
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