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Domain-specific visualizations sometimes focus on narrow, albeit important, tasks for one group of users. This focus limits the utility of a visualization to other groups working with the same data. While tasks elicited from other groups…

Human-Computer Interaction · Computer Science 2025-07-25 Connor Scully-Allison , Kevin Menear , Kristin Potter , Andrew McNutt , Katherine E. Isaacs , Dmitry Duplyakin

In this paper, we describe a research agenda for deriving design principles directly from data. We argue that it is time to go beyond manually curated and applied visualization design guidelines. We propose learning models of visualization…

Human-Computer Interaction · Computer Science 2018-08-17 Bahador Saket , Dominik Moritz , Halden Lin , Victor Dibia , Cagatay Demiralp , Jeffrey Heer

This report documents the results found through surveys and interviews on how visualizations help the employees in their workspace. The objectives of this study were to get in-depth knowledge on what prepares an employee to have the right…

Human-Computer Interaction · Computer Science 2021-05-25 Rajath Chikkatur Srinivasa , Supriya Arun , Lauren James , Ying Zhu

This article discusses the role that text elements play in a data visualisation. We argue that there is a need for a simple, coherent explanation of text elements similar to the understanding that already exists for non-text elements like…

Human-Computer Interaction · Computer Science 2025-06-19 Paul Murrell

User trust is a crucial consideration in designing robust visual analytics systems that can guide users to reasonably sound conclusions despite inevitable biases and other uncertainties introduced by the human, the machine, and the data…

Human-Computer Interaction · Computer Science 2022-09-12 Joshua Boley , Maoyuan Sun

Many data abstraction types, such as networks or set relationships, remain unfamiliar to data workers beyond the visualization research community. We conduct a survey and series of interviews about how people describe their data, either…

Human-Computer Interaction · Computer Science 2020-09-08 Alex Bigelow , Katy Williams , Katherine E. Isaacs

This paper introduces Summary Explorer, a new tool to support the manual inspection of text summarization systems by compiling the outputs of 55~state-of-the-art single document summarization approaches on three benchmark datasets, and…

Computation and Language · Computer Science 2021-09-27 Shahbaz Syed , Tariq Yousef , Khalid Al-Khatib , Stefan Jänicke , Martin Potthast

The basic objective of data visualization is to provide an efficient graphical display for summarizing and reasoning about quantitative information. During the last decades, political science has accumulated a large corpus of various kinds…

Graphics · Computer Science 2010-08-09 Andrei Zinovyev

Visualization design is often described as the process of solving a well-defined problem by navigating a design space. While existing visualization design models have provided valuable structure and guidance, they tend to foreground…

Human-Computer Interaction · Computer Science 2025-08-12 Paul C. Parsons , Prakash Chandra Shukla

Information visualization holds significant potential to support sustainability goals such as environmental stewardship, and climate resilience by transforming complex data into accessible visual formats that enhance public understanding of…

Human-Computer Interaction · Computer Science 2024-09-06 Narges Mahyar

Visual representation learning is ubiquitous in various real-world applications, including visual comprehension, video understanding, multi-modal analysis, human-computer interaction, and urban computing. Due to the emergence of huge…

Computer Vision and Pattern Recognition · Computer Science 2023-03-23 Yang Liu , Yushen Wei , Hong Yan , Guanbin Li , Liang Lin

Problem-driven visualization work is rooted in deeply understanding the data, actors, processes, and workflows of a target domain. However, an individual's personality traits and cognitive abilities may also influence visualization use.…

Human-Computer Interaction · Computer Science 2021-08-06 Kyle Wm. Hall , Anthony Kouroupis , Anastasia Bezerianos , Danielle Albers Szafir , Christopher Collins

Understanding visually-rich business documents to extract structured data and automate business workflows has been receiving attention both in academia and industry. Although recent multi-modal language models have achieved impressive…

Computation and Language · Computer Science 2023-09-19 Zilong Wang , Yichao Zhou , Wei Wei , Chen-Yu Lee , Sandeep Tata

Researchers got success in mining the Web usage data effectively and efficiently. But representation of the mined patterns is often not in a form suitable for direct human consumption. Hence mechanisms and tools that can represent mined…

Human-Computer Interaction · Computer Science 2009-09-01 Ratnesh Kumar Jain , Dr. Suresh Jain , Dr. R. S. Kasana

We present a grammar for expressing hypotheses in visual data analysis to formalize the previously abstract notion of "analysis tasks." Through the lens of our grammar, we lay the groundwork for how a user's data analysis questions can be…

Human-Computer Interaction · Computer Science 2023-04-05 Ashley Suh , Ab Mosca , Eugene Wu , Remco Chang

Digital humanities are rooted in text analysis. However, most visualization paradigms use only categoric, ordered or quantitative data. Literal text must be considered a base data type to encode into visualizations. Literal text offers…

Human-Computer Interaction · Computer Science 2020-09-08 Richard Brath

Measuring concept generalization, i.e., the extent to which models trained on a set of (seen) visual concepts can be leveraged to recognize a new set of (unseen) concepts, is a popular way of evaluating visual representations, especially in…

Computer Vision and Pattern Recognition · Computer Science 2021-09-13 Mert Bulent Sariyildiz , Yannis Kalantidis , Diane Larlus , Karteek Alahari

In today' s era of scientific and technological advancements, the importance of talent resources is increasingly highlighted. This article will attempt to summarize the academic trajectories and successes of numerous scientists from both…

Applications · Statistics 2023-07-07 Yuqing Fan , Shenghui Cheng

In the context of optimization, visualization techniques can be useful for understanding the behaviour of optimization algorithms and can even provide a means to facilitate human interaction with an optimizer. Towards this goal, an…

Neural and Evolutionary Computing · Computer Science 2020-07-27 Kyle Robert Harrison , Azam Asilian Bidgoli , Shahryar Rahnamayan , Kalyanmoy Deb

Visualization recommendation seeks to generate, score, and recommend to users useful visualizations automatically, and are fundamentally important for exploring and gaining insights into a new or existing dataset quickly. In this work, we…

Information Retrieval · Computer Science 2020-09-28 Xin Qian , Ryan A. Rossi , Fan Du , Sungchul Kim , Eunyee Koh , Sana Malik , Tak Yeon Lee , Joel Chan
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