Adaptive and Personalized Visualization

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Release : 2020-03-18
Genre : Computers
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Book Rating : 418/5 ( reviews)

Adaptive and Personalized Visualization - read free eBook in online reader or directly download on the web page. Select files or add your book in reader. Download and read online ebook Adaptive and Personalized Visualization write by Alvitta Ottley. This book was released on 2020-03-18. Adaptive and Personalized Visualization available in PDF, EPUB and Kindle. There is ample evidence in the visualization community that individual differences matter. These prior works highlight various personality traits and cognitive abilities that can modulate the use of the visualization systems and demonstrate a measurable influence on speed, accuracy, process, and attention. Perhaps the most important implication of this body of work is that we can use individual differences as a mechanism for estimating when a design is effective or to identify when people may struggle with visualization designs. These effects can have a critical impact on consequential decision-making processes. One study that appears in this book investigated the impact of visualization on medical decision-making showed that visual aides tended to be most beneficial for people with high spatial ability, a metric that measures a person’s ability to represent and manipulate two- or three-dimensional representations of objects mentally. The results showed that participants with low spatial ability had difficulty interpreting and analyzing the underlying medical data when they use visual aids. Overall, approximately 50% of the studied population were unsupported by the visualization tools when making a potentially life-critical decision. As data fluency continues to become an essential skill for our everyday lives, we must embrace the growing need to understand the factors that may render our tools ineffective and identify concrete steps for improvement. This book presents my current understanding of how individual differences in personality interact with visualization use and draws from recent research in the Visualization, Human-Computer Interaction, and Psychology communities. We focus on the specific designs and tasks for which there is concrete evidence of performance divergence due to personality. Additionally, we highlight an exciting research agenda that is centered around creating tailored visualization systems that are aligned with people’s abilities. The purpose of this book is to underscore the need to consider individual differences when designing and evaluating visualization systems and to call attention to this critical research direction.

Adaptive and Personalized Visualization

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Release : 2022-05-31
Genre : Mathematics
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Book Rating : 071/5 ( reviews)

Adaptive and Personalized Visualization - read free eBook in online reader or directly download on the web page. Select files or add your book in reader. Download and read online ebook Adaptive and Personalized Visualization write by Alvitta Ottley. This book was released on 2022-05-31. Adaptive and Personalized Visualization available in PDF, EPUB and Kindle. There is ample evidence in the visualization community that individual differences matter. These prior works highlight various personality traits and cognitive abilities that can modulate the use of the visualization systems and demonstrate a measurable influence on speed, accuracy, process, and attention. Perhaps the most important implication of this body of work is that we can use individual differences as a mechanism for estimating when a design is effective or to identify when people may struggle with visualization designs. These effects can have a critical impact on consequential decision-making processes. One study that appears in this book investigated the impact of visualization on medical decision-making showed that visual aides tended to be most beneficial for people with high spatial ability, a metric that measures a person’s ability to represent and manipulate two- or three-dimensional representations of objects mentally. The results showed that participants with low spatial ability had difficulty interpreting and analyzing the underlying medical data when they use visual aids. Overall, approximately 50% of the studied population were unsupported by the visualization tools when making a potentially life-critical decision. As data fluency continues to become an essential skill for our everyday lives, we must embrace the growing need to understand the factors that may render our tools ineffective and identify concrete steps for improvement. This book presents my current understanding of how individual differences in personality interact with visualization use and draws from recent research in the Visualization, Human-Computer Interaction, and Psychology communities. We focus on the specific designs and tasks for which there is concrete evidence of performance divergence due to personality. Additionally, we highlight an exciting research agenda that is centered around creating tailored visualization systems that are aligned with people’s abilities. The purpose of this book is to underscore the need to consider individual differences when designing and evaluating visualization systems and to call attention to this critical research direction.

Article Collection on Human Aspects in Adaptive and Personalized Interactive Environments (HAAPIE)

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Release : 2021-01-11
Genre : Science
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Book Rating : 752/5 ( reviews)

Article Collection on Human Aspects in Adaptive and Personalized Interactive Environments (HAAPIE) - read free eBook in online reader or directly download on the web page. Select files or add your book in reader. Download and read online ebook Article Collection on Human Aspects in Adaptive and Personalized Interactive Environments (HAAPIE) write by Vania Gatseva Dimitrova. This book was released on 2021-01-11. Article Collection on Human Aspects in Adaptive and Personalized Interactive Environments (HAAPIE) available in PDF, EPUB and Kindle.

Adaptive Semantics Visualization

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Release : 2016-03-22
Genre : Technology & Engineering
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Book Rating : 165/5 ( reviews)

Adaptive Semantics Visualization - read free eBook in online reader or directly download on the web page. Select files or add your book in reader. Download and read online ebook Adaptive Semantics Visualization write by Kawa Nazemi. This book was released on 2016-03-22. Adaptive Semantics Visualization available in PDF, EPUB and Kindle. This book introduces a novel approach for intelligent visualizations that adapts the different visual variables and data processing to human’s behavior and given tasks. Thereby a number of new algorithms and methods are introduced to satisfy the human need of information and knowledge and enable a usable and attractive way of information acquisition. Each method and algorithm is illustrated in a replicable way to enable the reproduction of the entire “SemaVis” system or parts of it. The introduced evaluation is scientifically well-designed and performed with more than enough participants to validate the benefits of the methods. Beside the introduced new approaches and algorithms, readers may find a sophisticated literature review in Information Visualization and Visual Analytics, Semantics and information extraction, and intelligent and adaptive systems. This book is based on an awarded and distinguished doctoral thesis in computer science.

User Modeling, Adaptation, and Personalization

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Release : 2010-06-01
Genre : Computers
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Book Rating : 696/5 ( reviews)

User Modeling, Adaptation, and Personalization - read free eBook in online reader or directly download on the web page. Select files or add your book in reader. Download and read online ebook User Modeling, Adaptation, and Personalization write by Paul De Bra. This book was released on 2010-06-01. User Modeling, Adaptation, and Personalization available in PDF, EPUB and Kindle. The LNCS series reports state-of-the-art results in computer science research, development, and education, at a high level and in both printed and electronic form. Enjoying tight cooperation with the R&D community, with numerous individuals, as well as with prestigious organizations and societies, LNCS has grown into the most comprehensive computer science research forum available. The scope of LNCS, including its subseries LNAI and LNBI, spans the whole range of computer science and information technology including interdisciplinary topics in a variety of application fields. In parallel to the printed book, each new volume is published electronically in LNCS Online. Detailed information on LNCS can be found at www.springer.com/Incs Proposals for publication should be sent to LNCS Editorial, Tiergartenstr. 17, 69121 Heidelberg, Germany E-mail: [email protected]