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Intelligent User Interfaces and Their Evaluation: A Systematic Mapping Study

Intelligent user interfaces (IUI) are driven by the goal of improvement in human–computer interaction (HCI), mainly improving user interfaces’ user experience (UX) or usability with the help of artificial intelligence. The main goal of this study is to find, assess, and synthesize existing state-of-...

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Detalles Bibliográficos
Autores principales: Brdnik, Saša, Heričko, Tjaša, Šumak, Boštjan
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2022
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9370954/
https://www.ncbi.nlm.nih.gov/pubmed/35957387
http://dx.doi.org/10.3390/s22155830
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author Brdnik, Saša
Heričko, Tjaša
Šumak, Boštjan
author_facet Brdnik, Saša
Heričko, Tjaša
Šumak, Boštjan
author_sort Brdnik, Saša
collection PubMed
description Intelligent user interfaces (IUI) are driven by the goal of improvement in human–computer interaction (HCI), mainly improving user interfaces’ user experience (UX) or usability with the help of artificial intelligence. The main goal of this study is to find, assess, and synthesize existing state-of-the-art work in the field of IUI with an additional focus on the evaluation of IUI. This study analyzed 211 studies published in the field between 2012 and 2022. Studies are most frequently tied to HCI and SE domains. Definitions of IUI were observed, showing that adaptation, representation, and intelligence are key characteristics associated with IUIs, whereas adaptation, reasoning, and representation are the most commonly used verbs in their description. Evaluation of IUI is mainly conducted with experiments and questionnaires, though usability and UX are not considered together in evaluations. Most evaluations (81% of studies) reported partial or complete improvement in usability or UX. A shortage of evaluation tools, methods, and metrics, tailored for IUI, is noticed. Most often, empirical data collection methods and data sources in IUI evaluation studies are experiment, prototype development, and questionnaire.
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spelling pubmed-93709542022-08-12 Intelligent User Interfaces and Their Evaluation: A Systematic Mapping Study Brdnik, Saša Heričko, Tjaša Šumak, Boštjan Sensors (Basel) Article Intelligent user interfaces (IUI) are driven by the goal of improvement in human–computer interaction (HCI), mainly improving user interfaces’ user experience (UX) or usability with the help of artificial intelligence. The main goal of this study is to find, assess, and synthesize existing state-of-the-art work in the field of IUI with an additional focus on the evaluation of IUI. This study analyzed 211 studies published in the field between 2012 and 2022. Studies are most frequently tied to HCI and SE domains. Definitions of IUI were observed, showing that adaptation, representation, and intelligence are key characteristics associated with IUIs, whereas adaptation, reasoning, and representation are the most commonly used verbs in their description. Evaluation of IUI is mainly conducted with experiments and questionnaires, though usability and UX are not considered together in evaluations. Most evaluations (81% of studies) reported partial or complete improvement in usability or UX. A shortage of evaluation tools, methods, and metrics, tailored for IUI, is noticed. Most often, empirical data collection methods and data sources in IUI evaluation studies are experiment, prototype development, and questionnaire. MDPI 2022-08-04 /pmc/articles/PMC9370954/ /pubmed/35957387 http://dx.doi.org/10.3390/s22155830 Text en © 2022 by the authors. https://creativecommons.org/licenses/by/4.0/Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (https://creativecommons.org/licenses/by/4.0/).
spellingShingle Article
Brdnik, Saša
Heričko, Tjaša
Šumak, Boštjan
Intelligent User Interfaces and Their Evaluation: A Systematic Mapping Study
title Intelligent User Interfaces and Their Evaluation: A Systematic Mapping Study
title_full Intelligent User Interfaces and Their Evaluation: A Systematic Mapping Study
title_fullStr Intelligent User Interfaces and Their Evaluation: A Systematic Mapping Study
title_full_unstemmed Intelligent User Interfaces and Their Evaluation: A Systematic Mapping Study
title_short Intelligent User Interfaces and Their Evaluation: A Systematic Mapping Study
title_sort intelligent user interfaces and their evaluation: a systematic mapping study
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9370954/
https://www.ncbi.nlm.nih.gov/pubmed/35957387
http://dx.doi.org/10.3390/s22155830
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