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This paper describes the design of a dashboard and analysis pipeline to monitor users of visualization tools in the wild. Our pipeline describes how to extract analytical KPIs from extensive log event data involving a mix of user types. The…

Human-Computer Interaction · Computer Science 2023-10-23 Jinrui Wang , Mashael AlKadi , Benjamin Bach

The way in which data are shared can affect their utility and reusability. Here, we demonstrate how data that we had previously shared in bulk can be mobilized further through a knowledge graph that allows for much more granular exploration…

Computational Engineering, Finance, and Science · Computer Science 2025-01-07 Sheeba Samuel , Daniel Mietchen

Jupyter notebooks has emerged as a standard tool for data science programming. Programs in Jupyter notebooks are different from typical programs as they are constructed by a collection of code snippets interleaved with text and…

Software Engineering · Computer Science 2021-03-02 Malin Källén , Tobias Wrigstad

Composite visualization is a popular design strategy that represents complex datasets by integrating multiple visualizations in a meaningful and aesthetic layout, such as juxtaposition, overlay, and nesting. With this strategy, numerous…

Human-Computer Interaction · Computer Science 2022-11-04 Dazhen Deng , Weiwei Cui , Xiyu Meng , Mengye Xu , Yu Liao , Haidong Zhang , Yingcai Wu

Numerical simulation has become omnipresent in the automotive domain, posing new challenges such as high-dimensional parameter spaces and large as well as incomplete and multi-faceted data. In this design study, we show how interactive…

We present our vision for developing an automated tool capable of translating visual properties observed in Machine Learning (ML) visualisations into Python assertions. The tool aims to streamline the process of manually verifying these…

Software Engineering · Computer Science 2024-01-17 Arumoy Shome , Luis Cruz , Arie van Deursen

While previous work exists on how to conduct and disseminate insights from problem-driven visualization projects and design studies, the literature does not address how to accomplish these goals in transdisciplinary teams in ways that…

We, as a society, need artists to help us interpret and explain science, but what does an artist's studio look like when today's science is built upon the language of large, increasingly complex data? This paper presents a data…

Human-Computer Interaction · Computer Science 2020-10-20 Bridger Herman , Francesca Samsel , Annie Bares , Seth Johnson , Greg Abram , Daniel F. Keefe

With the growth of data sizes, visualizing them becomes more complex. Desktop displays are insufficient for presenting and collaborating on complex data visualizations. Large displays could provide the necessary space to demo or present…

Human-Computer Interaction · Computer Science 2024-09-17 Mahsa Sinaei Hamed , Pak Kwan , Matthew Klich , Jillian Aurisano , Fateme Rajabiyazdi

The aim of visualization is to support people in dealing with large and complex information structures, to make these structures more comprehensible, facilitate exploration, and enable knowledge discovery. However, users often have problems…

Human-Computer Interaction · Computer Science 2022-03-22 Christina Stoiber , Markus Wagner , Florian Grassinger , Margit Pohl , Holger Stitz , Marc Streit , Benjamin Potzmann , Wolfgang Aigner

Quantum computing has become an active research field in recent years, as its applications in fields such as cryptography, optimization, and materials science are promising. Along with these developments, challenges and opportunities exist…

Software Engineering · Computer Science 2026-01-13 Neilson Carlos Leite Ramalho , Erico A. da Silva , Higor Amario de Souza , Marcos Lordello Chaim

This paper presents a theoretical model for interactive visualization literacy to describe how people use interactive data visualizations and systems. Literacies have become an important concept in describing modern life skills, with…

Human-Computer Interaction · Computer Science 2026-02-11 Gabriela Molina León , Benjamin Bach , Matheus Valentim , Niklas Elmqvist

The computational notebook serves as a versatile tool for data analysis. However, its conventional user interface falls short of keeping pace with the ever-growing data-related tasks, signaling the need for novel approaches. With the rapid…

Human-Computer Interaction · Computer Science 2024-04-11 Sungwon In , Erick Krokos , Kirsten Whitley , Chris North , Yalong Yang

Standing at the intersection of science and art, artistic data visualization has gained popularity in recent years and emerged as a significant domain. Despite more than a decade since the field's conceptualization, a noticeable gap remains…

Human-Computer Interaction · Computer Science 2025-02-10 Xingyu Lan , Yifan Wang , Lingyu Peng , Xiaofan Ma

Computational notebooks are the primary coding tools for data scientists, but their code quality remains understudied and often poor. Given the importance of maintainability and reusability, enhancing code understandability is essential.…

Software Engineering · Computer Science 2025-06-19 Mojtaba Mostafavi Ghahfarokhi , Alireza Asadi , Arash Asgari , Bardia Mohammadi , Abbas Heydarnoori , Masih Beigi Rizi

The increasing adoption of Jupyter notebooks in data science and machine learning workflows has created a gap between exploratory code development and production-ready software systems. While notebooks excel at iterative development and…

Software Engineering · Computer Science 2025-11-11 Hanya Elhashemy , Youssef Lotfy , Yongjian Tang

In our era of rapid technological advancement, the research landscape for writing assistants has become increasingly fragmented across various research communities. We seek to address this challenge by proposing a design space as a…

Complex data visualization design projects often entail collaboration between people with different visualization-related skills. For example, many teams include both designers who create new visualization designs and developers who…

Human-Computer Interaction · Computer Science 2019-08-02 Jagoda Walny , Christian Frisson , Mieka West , Doris Kosminsky , Søren Knudsen , Sheelagh Carpendale , Wesley Willett

Citing data and software is a means to give scholarly credit and to facilitate access to research objects. Citation principles encourage authors to provide full descriptions of objects, with stable links, in their papers. As Jupyter…

Digital Libraries · Computer Science 2020-04-28 Morgan F. Wofford , Bernadette M. Boscoe , Christine L. Borgman , Irene V. Pasquetto , Milena S. Golshan

In this contribution, we design, implement and evaluate the pedagogical benefits of a novel interactive note taking interface (iVRNote) in VR for the purpose of learning and reflection lectures. In future VR learning environments, students…

Human-Computer Interaction · Computer Science 2019-10-04 Yi-Ting Chen , Chi-Hsuan Hsu , Chih-Han Chung , Yu-Shuen Wang , Sabarish V. Babu
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