Protovis: A Graphical Toolkit for Visualization
Abstract
Despite myriad tools for visualizing data, there remains a gap between the notational efficiency of high-level visualization systems and the expressiveness and accessibility of low-level graphical systems. Powerful visualization systems may be inflexible or impose abstractions foreign to visual thinking, while graphical systems such as rendering APIs and vector-based drawing programs are tedious for complex work. We argue that an easy-to-use graphical system tailored for visualization is needed. In response, we contribute Protovis, an extensible toolkit for constructing visualizations by composing simple graphical primitives. In Protovis, designers specify visualizations as a hierarchy of marks with visual properties defined as functions of data. This representation achieves a level of expressiveness comparable to low-level graphics systems, while improving efficiency--the effort required to specify a visualization--and accessibility--the effort required to learn and modify the representation. We substantiate this claim through a diverse collection of examples and comparative analysis with popular visualization tools.
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Most issues reported around incompatibility with users' choice of screen reader have been documented by prior literature throughout the past two decades or addressed by accessibility guidelines available to content creators.
“Most issues reported around incompatibility with users' choice of screen reader have been documented by prior literature throughout the past two decades [25,72,87,90] or addressed by accessibility guidelines that are available to content creators (e.g., WCAG [7], NCAM [56], Section 508 [4]).”
From The Accessibility of Data Visualizations on the Web for Screen Reader Users: Practices and Experiences During COVID-19 (2023) · cites this paper as [25]
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References 36 · Cited by 321
- Authors
- Bostock, M., & Heer, J.
- Affiliations
- Stanford University (US)
- ORCID
- Heer, J.
- Venue
- IEEE Transactions on Visualization and Computer Graphics
- Published
- 2009-11
- Volume
- 15
- Issue
- 6
- Pages
- 1121-1128
- ISSN
- 1077-2626 (ISSN-L)
- OpenAlex
- W2098417174
- Cited by
- 321
- References
- 36
- Citations by year
- 2026: 5 · 2025: 7 · 2024: 12 · 2023: 14 · 2022: 9 · 2021: 13 · 2020: 25 · 2019: 17 · 2018: 21 · 2017: 14 · 2016: 18 · 2015: 14 · 2014: 30 · 2013: 41 · 2012: 35
- FWCI
- 29.43
- Type
- journal article
- Language
- en
- Open access
- closed
- Locations
- IEEE Transactions on Visualization and Computer Graphics (publishedVersion)
- PubMed (publishedVersion)
- Topics
- Physical Sciences › Computer Science › Computer Vision and Pattern Recognition › Data Visualization and Analytics
- Physical Sciences › Computer Science › Computer Graphics and Computer-Aided Design › Computer Graphics and Visualization Techniques
- Social Sciences › Decision Sciences › Information Systems and Management › Scientific Computing and Data Management
- Keywords
- graphical primitives, vector graphics
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