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It has been ten years since the term ''Immersive Analytics'' (IA) was coined and research interest in the topic remains strong. Researchers in this field have produced practical and conceptual knowledge concerning the use of emerging…

Human-Computer Interaction · Computer Science 2026-01-19 Yi Li , Kadek Ananta Satriadi , Jiazhou Liu , Anjali Khurana , Zhiqing Wu , Benjamin Tag , Tim Dwyer

Immersive environments enable users to engage in embodied interaction, enhancing the sensemaking processes involved in completing tasks such as immersive analytics. Previous comparative studies on immersive analytics using augmented and…

Human-Computer Interaction · Computer Science 2024-04-08 Xiaoyan Zhou , Anil Ufuk Batmaz , Adam S. Williams , Dylan Schreiber , Francisco Ortega

There are a variety of graphs where multidimensional feature values are assigned to the nodes. Visualization of such datasets is not an easy task since they are complex and often huge. Immersive Analytics is a powerful approach to support…

Human-Computer Interaction · Computer Science 2020-08-25 Hinako Sassa , Maxime Cordeil , Mitsuo Yoshida , Takayuki Itoh

Analyzing interaction data provides an opportunity to learn about users, uncover their underlying goals, and create intelligent visualization systems. The first step for intelligent response in visualizations is to enable computers to infer…

Human-Computer Interaction · Computer Science 2020-10-19 Shayan Monadjemi , Roman Garnett , Alvitta Ottley

For decades, the growth and volume of digital data collection has made it challenging to digest large volumes of information and extract underlying structure. Coined 'Big Data', massive amounts of information has quite often been gathered…

Human-Computer Interaction · Computer Science 2016-11-17 Andrew Moran , Vijay Gadepally , Matthew Hubbell , Jeremy Kepner

Automated visualization recommendation facilitates the rapid creation of effective visualizations, which is especially beneficial for users with limited time and limited knowledge of data visualization. There is an increasing trend in…

Human-Computer Interaction · Computer Science 2023-10-19 Songheng Zhang , Haotian Li , Huamin Qu , Yong Wang

This publication reports on a research project in which we set out to explore the advantages and disadvantages augmented reality (AR) technology has for visual data analytics. We developed a prototype of an AR data analytics application,…

Human-Computer Interaction · Computer Science 2020-10-15 Wanze Xie , Yining Liang , Janet Johnson , Andrea Mower , Samuel Burns , Colleen Chelini , Paul D Alessandro , Nadir Weibel , Jürgen P. Schulze

Effective data visualization is a key part of the discovery process in the era of big data. It is the bridge between the quantitative content of the data and human intuition, and thus an essential component of the scientific path from data…

A growing interest in Immersive Analytics (IA) has led to the extension of computational notebooks (e.g., Jupyter Notebook) into an immersive environment to enhance analytical workflows. However, existing solutions rely on the WIMP…

Human-Computer Interaction · Computer Science 2025-09-17 Sungwon In , Eric Krokos , Kirsten Whitley , Chris North , Yalong Yang

Many visual analytics systems allow users to interact with machine learning models towards the goals of data exploration and insight generation on a given dataset. However, in some situations, insights may be less important than the…

Hands-on training is an effective way to practice theoretical cybersecurity concepts and increase participants' skills. In this paper, we discuss the application of visual analytics principles to the design, execution, and evaluation of…

Human-Computer Interaction · Computer Science 2020-03-10 Radek Ošlejšek , Vít Rusňák , Karolína Burská , Valdemar Švábenský , Jan Vykopal , Jakub Čegan

The fundamental goal of business data analysis is to improve business decisions using data. Business users often make decisions to achieve key performance indicators (KPIs) such as increasing customer retention or sales, or decreasing…

Databases · Computer Science 2022-02-10 Sneha Gathani , Madelon Hulsebos , James Gale , Peter J. Haas , Çağatay Demiralp

This chapter examines how data analytics can be leveraged to enhance immersive teacher simulations, situating this inquiry within the broader learning sciences discourse on embodied cognition, data-informed feedback, and teacher…

Human-Computer Interaction · Computer Science 2026-01-15 Sumin Hong , Jewoong Moon , Taeyeon Eom , Juno Hwang , Jibeom Seo

The increasing integration of artificial intelligence (AI) in visual analytics (VA) tools raises vital questions about the behavior of users, their trust, and the potential of induced biases when provided with guidance during data…

Human-Computer Interaction · Computer Science 2024-04-24 Sunwoo Ha , Shayan Monadjemi , Alvitta Ottley

As immersive analytics continues to grow as a discipline, so too should its underlying methodological support. Taxonomies play an important role for information visualization and human computer interaction. They provide an organization of…

Human-Computer Interaction · Computer Science 2020-05-14 David Saffo , Sara Di Bartolomeo , Caglar Yildirim , Cody Dunne

Effectively using immersive multi-user environments for digital applications (via virtual, augmented and mixed reality technologies) beckons the future of healthcare delivery in the metaverse. We aimed to evaluate the feasibility and…

Human-Computer Interaction · Computer Science 2024-12-09 Tohid Zarei , Michelle Emery , Dimitrios Saredakis , Gun A. Lee , Ben Stubbs , Ancret Szpak , Tobias Loetscher

Immersive environments have gradually become standard for visualizing and analyzing large or complex datasets that would otherwise be cumbersome, if not impossible, to explore through smaller scale computing devices. However, this type of…

Human-Computer Interaction · Computer Science 2019-03-12 Marco Cavallo , Mishal Dholakia , Matous Havlena , Kenneth Ocheltree , Mark Podlaseck

Working with data in table form is usually considered a preparatory and tedious step in the sensemaking pipeline; a way of getting the data ready for more sophisticated visualization and analytical tools. But for many people, spreadsheets…

Human-Computer Interaction · Computer Science 2021-06-30 Lyn Bartram , Michael Correll , Melanie Tory

The growing popularity and widespread adoption of large language models (LLMs) necessitates the development of tools that enhance the effectiveness of user interactions with these models. Understanding the structures and functions of these…

Human-Computer Interaction · Computer Science 2025-03-03 Divya Perumal , Swaroop Panda

Our research aimed to present the design and evaluation of a mixed-initiative system that aids the user in handling complex datasets and dense visualization systems. We attempted to demonstrate this system with two trials of an online…

Human-Computer Interaction · Computer Science 2020-09-15 Sunwoo Ha , Adam Kern , Melanie Bancilhon , Alvitta Ottley