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Although empirical research often underpins practical visualization guidelines, it remains unclear how well these research-driven insights are reflected in the guidelines practitioners actually use. In this paper, we investigate the…

Human-Computer Interaction · Computer Science 2026-01-05 Nam Wook Kim , Grace Myers , Jinhan Choi , Yoonsuh Cho , Changhoon Oh , Yea-Seul Kim

The introduction of new tools in people's workflow has always been promotive of new creative paths. This paper discusses the impact of using computational tools in the performance of creative tasks, especially focusing on graphic design.…

Computers and Society · Computer Science 2021-03-11 Daniel Lopes , Jéssica Parente , Pedro Silva , Licínio Roque , Penousal machado

The amount of visual communication we are facing is rapidly increasing, and skills to process, understand, and generate visual representations are in high demand. Especially students focusing on computer graphics and visualization can…

Human-Computer Interaction · Computer Science 2019-07-11 Andrey Krekhov , Michael Michalski , Jens Krüger

Scientific results are communicated visually in the literature through diagrams, visualizations, and photographs. These information-dense objects have been largely ignored in bibliometrics and scientometrics studies when compared to…

Social and Information Networks · Computer Science 2016-05-30 Po-shen Lee , Jevin D. West , Bill Howe

User Experience (UX) professionals need to be able to analyze large amounts of usage data on their own to make evidence-based design decisions. However, the design process for In-Vehicle Information Systems (IVIS) lacks data-driven support…

Human-Computer Interaction · Computer Science 2023-07-13 Patrick Ebel , Kim Julian Gülle , Christoph Lingenfelder , Andreas Vogelsang

Applied visualization researchers often work closely with domain collaborators to explore new and useful applications of visualization. The early stages of collaborations are typically time consuming for all stakeholders as researchers…

Human-Computer Interaction · Computer Science 2018-11-13 Ethan Kerzner , Sarah Goodwin , Jason Dykes , Sara Jones , Miriah Meyer

Visualizing data often entails data transformations that can reveal and hide information, operations we dub disclosure tactics. Whether designers hide information intentionally or as an implicit consequence of other design choices, tools…

Human-Computer Interaction · Computer Science 2025-09-30 Krisha Mehta , Gordon Kindlmann , Alex Kale

Reusing and making sense of other scientists' computational notebooks. However, making sense of existing notebooks is a struggle, as these reference notebooks are often exploratory, have messy structures, include multiple alternatives, and…

Human-Computer Interaction · Computer Science 2023-12-19 Souti Chattopadhyay , Zixuan Feng , Emily Arteaga , Audrey Au , Gonzalo Ramos , Titus Barik , Anita Sarma

Data workers use various scripting languages for data transformation, such as SAS, R, and Python. However, understanding intricate code pieces requires advanced programming skills, which hinders data workers from grasping the idea of data…

Human-Computer Interaction · Computer Science 2022-09-29 Kai Xiong , Siwei Fu , Guoming Ding , Zhongsu Luo , Rong Yu , Wei Chen , Hujun Bao , Yingcai Wu

Three-dimensional (3D) data visualizations, such as surface plots, are vital in STEM fields from biomedical imaging to spectroscopy, yet remain largely inaccessible to blind and low-vision (BLV) people. To address this gap, we conducted an…

Human-Computer Interaction · Computer Science 2026-04-13 Sanchita S. Kamath , Aziz N Zeidieh , Venkatesh Potluri , Sile O'Modhrain , Kenneth Perry , JooYoung Seo

Researchers and practitioners across many disciplines have recently adopted computational notebooks to develop, document, and share their scientific workflows - and the GIS community is no exception. This chapter introduces computational…

Computers and Society · Computer Science 2021-01-05 Geoff Boeing , Dani Arribas-Bel

We aim to increase the flexibility at which a data worker can choose the right tool for the job, regardless of whether the tool is a code library or an interactive graphical user interface (GUI). To achieve this flexibility, we extend…

Human-Computer Interaction · Computer Science 2020-09-23 Mary Beth Kery , Donghao Ren , Fred Hohman , Dominik Moritz , Kanit Wongsuphasawat , Kayur Patel

Jupyter Notebook is a popular tool among data analysts and scientists for working with data. It provides a way to combine code, documentation, and visualizations in a single, interactive environment, facilitating code reuse. While code…

Software Engineering · Computer Science 2023-02-24 Mingke Yang , Yuming Zhou , Bixin Li , Yutian Tang

Spreadsheets are the go-to tool for computerized calculation and modelling, but are hard to comprehend and adapt after reaching a certain complexity. In general, cognition of complex systems is facilitated by having a higher order mental…

Software Engineering · Computer Science 2018-09-11 Patrick Koch

Professional roles for data visualization designers are growing in popularity, and interest in relationships between the academic research and professional practice communities is gaining traction. However, despite the potential for…

Human-Computer Interaction · Computer Science 2021-08-19 Paul Parsons

Prototyping is one of the core activities of User-Centered Design (UCD) processes and an integral component of Human-Computer Interaction (HCI) research. For many years, prototyping was synonym of paper-based mockups and only more recently…

Human-Computer Interaction · Computer Science 2019-06-05 Thiago Rocha , Jean-Luc Hak , Marco Winckler , Olivier Nicolas

Design study is an established approach of conducting problem-driven visualization research. The academic visualizationcommunity has produced a large body of work for reporting on design studies, informed by a handful of theoretical…

Human-Computer Interaction · Computer Science 2020-08-27 Jen Rogers , Austin H. Patton , Luke Harmon , Alexander Lex , Miriah Meyer

Despite recent progress in artificial intelligence and machine learning, many state-of-the-art methods suffer from a lack of explainability and transparency. The ability to interpret the predictions made by machine learning models and…

Machine Learning · Computer Science 2021-11-10 Zihan Wang , Jialin Lu , Oliver Snow , Martin Ester

Interactive notebook programming is universal in modern ML and AI workflows, with interactive deep learning training (IDLT) emerging as a dominant use case. To ensure responsiveness, platforms like Jupyter and Colab reserve GPUs for…

Distributed, Parallel, and Cluster Computing · Computer Science 2025-10-03 Benjamin Carver , Jingyuan Zhang , Haoliang Wang , Kanak Mahadik , Yue Cheng

Creative coding is a rapidly expanding domain for both artistic expression and computational education. Numerous libraries and IDEs support creative coding, however there has been little consideration of how the environments themselves…

Human-Computer Interaction · Computer Science 2023-02-01 Andrew McNutt , Anton Outkine , Ravi Chugh