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Data visualization should be accessible for all analysts with data, not just the few with technical expertise. Visualization recommender systems aim to lower the barrier to exploring basic visualizations by automatically generating results…

Human-Computer Interaction · Computer Science 2018-08-16 Kevin Z. Hu , Michiel A. Bakker , Stephen Li , Tim Kraska , César A. Hidalgo

Visual designs can be complex in modern data visualization systems, which poses special challenges for explaining them to the non-experts. However, few if any presentation tools are tailored for this purpose. In this study, we present…

Human-Computer Interaction · Computer Science 2019-08-21 Qianwen Wang , Zhen Li , Siwei Fu , Weiwei Cui , Huamin Qu

Constructive approaches to visualization authoring have been shown to offer advantages such as providing options for flexible outputs, scaffolding and ideation of new data mappings, personalized exploration of data, as well as supporting…

Human-Computer Interaction · Computer Science 2019-08-05 Gonzalo Gabriel Méndez , Jagoda Walny , Søren Knudsen , Charles Perin , Samuel Huron , Jo Vermeulen , Richard Pusch , Sheelagh Carpendale

We present an exploratory study comparing the visualization construction and data exploration processes of people using two visualization tools, each implementing a different interaction paradigm. One of the visualization tools implements…

Human-Computer Interaction · Computer Science 2018-05-09 Bahador Saket , Alex Endert

Analytical SQL is widely used in modern database applications and data analysis. However, its partitioning and grouping operators are challenging for novice users. Unfortunately, programming by example, shown effective on standard SQL, are…

Programming Languages · Computer Science 2022-04-26 Xiangyu Zhou , Rastislav Bodik , Alvin Cheung , Chenglong Wang

Visual information displays are typically composed of multiple visualizations that are used to facilitate an understanding of the underlying data. A common example are dashboards, which are frequently used in domains such as finance,…

Human-Computer Interaction · Computer Science 2021-09-20 Yngve S. Kristiansen , Laura Garrison , Stefan Bruckner

Data visualization design often requires creativity, and research is needed to understand its nature and means for promoting it. The current visualization literature on creativity is not well developed, especially with respect to the…

Human-Computer Interaction · Computer Science 2021-08-17 Paul Parsons , Prakash Shukla , Chorong Park

We propose a new technique based on program synthesis for automatically generating visualizations from natural language queries. Our method parses the natural language query into a refinement type specification using the intents-and-slots…

Programming Languages · Computer Science 2022-09-05 Qiaochu Chen , Shankara Pailoor , Celeste Barnaby , Abby Criswell , Chenglong Wang , Greg Durrett , Isil Dillig

Despite decision-making being a vital goal of data visualization, little work has been done to differentiate decision-making tasks within the field. While visualization task taxonomies and typologies exist, they often focus on more granular…

Human-Computer Interaction · Computer Science 2026-02-18 Camelia D. Brumar , Sam Molnar , Gabriel Appleby , Kristi Potter , Remco Chang

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

Visualization recommendation work has focused solely on scoring visualizations based on the underlying dataset and not the actual user and their past visualization feedback. These systems recommend the same visualizations for every user,…

Information Retrieval · Computer Science 2021-02-15 Xin Qian , Ryan A. Rossi , Fan Du , Sungchul Kim , Eunyee Koh , Sana Malik , Tak Yeon Lee , Nesreen K. Ahmed

Constructive visualization uses physical data units - tokens - to enable non-experts to create personalized visualizations engagingly. However, its physical nature limits efficiency and scalability. One potential solution to address this…

Human-Computer Interaction · Computer Science 2023-08-09 Wei Wei , Samuel Huron , Yvonne Jansen

Making a good graphic that accurately and efficiently conveys the desired message to the audience is both an art and a science, typically not taught in the data science curriculum. Visualisation makeovers are exercises where the community…

Human-Computer Interaction · Computer Science 2025-08-11 Siddharth Gangwar , David A. Selby , Sebastian J. Vollmer

While many visualization researchers have attempted to define data insights, little is known about how visualization users perceive them. We interviewed 23 professional users of end-user visualization platforms (e.g., Tableau and Power BI)…

Human-Computer Interaction · Computer Science 2020-10-06 Po-Ming Law , Alex Endert , John Stasko

This paper presents an analytical taxonomy that can suitably describe, rather than simply classify, techniques for data presentation. Unlike previous works, we do not consider particular aspects of visualization techniques, but their…

In the digital landscape, the ubiquity of data visualizations in media underscores the necessity for accessibility to ensure inclusivity for all users, including those with visual impairments. Current visual content often fails to cater to…

Human-Computer Interaction · Computer Science 2024-09-27 Qiang Xu , Thomas Hurtut

Structured Visual Content (SVC) such as graphs, flow charts, or the like are used by authors to illustrate various concepts. While such depictions allow the average reader to better understand the contents, images containing SVCs are…

Computer Vision and Pattern Recognition · Computer Science 2022-05-02 Lukas Scholch , Jonas Steinhauser , Maximilian Beichter , Constantin Seibold , Kailun Yang , Merlin Knäble , Thorsten Schwarz , Alexander Mädche , Rainer Stiefelhagen

Data visualizations are created and shared on the web at an unprecedented speed, raising new needs and questions for processing and analyzing visualizations after they have been generated and digitized. However, existing formalisms focus on…

Human-Computer Interaction · Computer Science 2022-04-05 Aoyu Wu , Wai Tong , Haotian Li , Dominik Moritz , Yong Wang , Huamin Qu

In the face of complex decisions, people often engage in a three-stage process that spans from (1) exploring and analyzing pertinent information (intelligence); (2) generating and exploring alternative options (design); and ultimately…

Human-Computer Interaction · Computer Science 2023-12-25 Emre Oral , Ria Chawla , Michel Wijkstra , Narges Mahyar , Evanthia Dimara

Visualization plays a vital role in making sense of complex network data. Recent studies have shown the potential of using extended reality (XR) for the immersive exploration of networks. The additional depth cues offered by XR help users…

Human-Computer Interaction · Computer Science 2023-01-27 David Bauer , Chengbo Zheng , Oh-Hyun Kwon , Kwan-Liu Ma