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The new age of digital growth has marked all fields. This technological evolution has impacted data flows which have witnessed a rapid expansion over the last decade that makes the data traditional processing unable to catch up with the…

Databases · Computer Science 2024-04-22 Rania Mkhinini Gahar , Olfa Arfaoui , Minyar Sassi Hidri

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…

Data storytelling (DS) is rapidly gaining attention as an approach that integrates data, visuals, and narratives to create data stories that can help a particular audience to comprehend the key messages underscored by the data with enhanced…

Human-Computer Interaction · Computer Science 2024-05-21 Honbo Shao , Roberto Martinez-Maldonado , Vanessa Echeverria , Lixiang Yan , Dragan Gasevic

There is a growing interest in designing tools to support interactivity specification and authoring in data visualization. To develop expressive and flexible tools, we need theories and models that describe the task space of interaction…

Human-Computer Interaction · Computer Science 2025-12-02 Hyemi Song , Sai Gopinath , Zhicheng Liu

With most modern visualization tools, authors need to transform their data into tidy formats to create visualizations they want. Because this requires experience with programming or separate data processing tools, data transformation…

Human-Computer Interaction · Computer Science 2023-10-31 Chenglong Wang , John Thompson , Bongshin Lee

Accompanying a data visualization with metadata may benefit readers by facilitating content understanding, strengthening trust, and providing accountability. However, providing this kind of information may also have negative, unintended…

Human-Computer Interaction · Computer Science 2021-08-31 Alyxander Burns , Thai On , Christiana Lee , Rachel Shapiro , Cindy Xiong , Narges Mahyar

Data visualizations are ubiquitous in all disciplines and have become the primary means of analysing data and communicating insights. However, the predominant reliance on visual encoding of data continues to create accessibility barriers…

Computers and Society · Computer Science 2022-07-28 Nihanth W Cherukuru , David A Bailey , Tiffany Fourment , Becca Hatheway , Marika M Holland , Matt Rehme

Visual exploration of high-dimensional real-valued datasets is a fundamental task in exploratory data analysis (EDA). Existing methods use predefined criteria to choose the representation of data. There is a lack of methods that (i) elicit…

Machine Learning · Statistics 2021-11-08 Kai Puolamäki , Emilia Oikarinen , Bo Kang , Jefrey Lijffijt , Tijl De Bie

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

How do different audiences make sense of climate change data visualizations and what do they take away as a main message? To investigate this question, we are building on the results of a previous study, focusing on expert opinions…

Human-Computer Interaction · Computer Science 2023-05-09 Regina Schuster , Laura Koesten , Kathleen Gregory , Torsten Möller

A variety of methods exist to explain image classification models. However, whether they provide any benefit to users over simply comparing various inputs and the model's respective predictions remains unclear. We conducted a user study…

Machine Learning · Computer Science 2022-04-26 Leon Sixt , Martin Schuessler , Oana-Iuliana Popescu , Philipp Weiß , Tim Landgraf

An increasing number of web articles engage the reader with the feeling of being immersed in the data space. However, the exact characteristics of spatial immersion in the context of visual storytelling remain vague. For example, what are…

Human-Computer Interaction · Computer Science 2025-04-01 Seon Gyeom Kim , Juhyeong Park , Yutaek Song , Donggun Lee , Yubin Lee , Ryan Rossi , Jane Hoffswell , Eunyee Koh , Tak Yeon Lee

In this work, we research user preferences to see a chart, table, or text given a question asked by the user. This enables us to understand when it is best to show a chart, table, or text to the user for the specific question. For this, we…

Human-Computer Interaction · Computer Science 2024-11-13 Reuben Luera , Ryan Rossi , Franck Dernoncourt , Alexa Siu , Sungchul Kim , Tong Yu , Ruiyi Zhang , Xiang Chen , Nedim Lipka , Zhehao Zhang , Seon Gyeom Kim , Tak Yeon Lee

Trust is a subjective yet fundamental component of human-computer interaction, and is a determining factor in shaping the efficacy of data visualizations. Prior research has identified five dimensions of trust assessment in visualizations…

Human-Computer Interaction · Computer Science 2024-08-08 R. Jordan Crouser , Syrine Matoussi , Lan Kung , Saugat Pandey , Oen G. McKinley , Alvitta Ottley

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

With the rise of the open data movement a lot of statistical data has been made publicly available by governments, statistical offices and other organizations. First efforts to visualize are made by the data providers themselves. Data…

Human-Computer Interaction · Computer Science 2011-10-17 Daniel Hienert , Benjamin Zapilko , Philipp Schaer , Brigitte Mathiak

This paper is a call to action for research and discussion on data visualization education. As visualization evolves and spreads through our professional and personal lives, we need to understand how to support and empower a broad and…

Information Visualization techniques are built on a context with many factors related to both vision and cognition, making it difficult to draw a clear picture of how data visually turns into comprehension. In the intent of promoting a…

Graphics · Computer Science 2016-05-16 Jose Rodrigues-Jr , Luciana Zaina , Maria Oliveira , Bruno Brandoli , Agma Traina

How do people internalize visualizations: as images or information? In this study, we investigate the nature of internalization for visualizations (i.e., how the mind encodes visualizations in memory) and how memory encoding affects its…

Human-Computer Interaction · Computer Science 2023-07-24 Anjana Arunkumar , Lace Padilla , Gi-Yeul Bae , Chris Bryan

Trust is fundamental to effective visual data communication between the visualization designer and the reader. Although personal experience and preference influence readers' trust in visualizations, visualization designers can leverage…

Human-Computer Interaction · Computer Science 2022-09-29 Hamza Elhamdadi , Aimen Gaba , Yea-Seul Kim , Cindy Xiong