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Embedding learning transforms discrete data entities into continuous numerical representations, encoding features/properties of the entities. Despite the outstanding performance reported from different embedding learning algorithms, few…

Machine Learning · Computer Science 2023-08-04 Yan Zheng , Junpeng Wang , Chin-Chia Michael Yeh , Yujie Fan , Huiyuan Chen , Liang Wang , Wei Zhang

Text in dashboards plays multiple critical roles, including providing context, offering insights, guiding interactions, and summarizing key information. Despite its importance, most dashboarding tools focus on visualizations and offer…

Human-Computer Interaction · Computer Science 2025-03-11 Maxim Lisnic , Vidya Setlur , Nicole Sultanum

Immersive environments have gradually become standard for visualizing and analyzing large or complex datasets that would otherwise be cumbersome, if not impossible, to explore through smaller scale computing devices. However, this type of…

Human-Computer Interaction · Computer Science 2019-03-12 Marco Cavallo , Mishal Dholakia , Matous Havlena , Kenneth Ocheltree , Mark Podlaseck

SDRDPy is a desktop application that allows experts an intuitive graphic and tabular representation of the knowledge extracted by any supervised descriptive rule discovery algorithm. The application is able to provide an analysis of the…

Artificial Intelligence · Computer Science 2024-02-01 M. A. Padilla-Rascon , P. Gonzalez , C. J. Carmona

Visual data storytelling is gaining importance as a means of presenting data-driven information or analysis results, especially to the general public. This has resulted in design principles being proposed for data-driven storytelling, and…

Human-Computer Interaction · Computer Science 2021-05-17 Jian Zhao , Shenyu Xu , Senthil Chandrasegaran , Chris Bryan , Fan Du , Aditi Mishra , Xin Qian , Yiran Li , Kwan-Liu Ma

While existing generation and unified models excel at general image generation, they struggle with tasks requiring deep reasoning, planning, and precise data-to-visual mapping abilities beyond general scenarios. To push beyond the existing…

Computer Vision and Pattern Recognition · Computer Science 2026-03-27 Zhihang Liu , Xiaoyi Bao , Pandeng Li , Junjie Zhou , Zhaohe Liao , Yefei He , Kaixun Jiang , Chen-Wei Xie , Yun Zheng , Hongtao Xie

Large tree structures are ubiquitous and real-world relational datasets often have information associated with nodes (e.g., labels or other attributes) and edges (e.g., weights or distances) that need to be communicated to the viewers. Yet,…

Computational Geometry · Computer Science 2023-05-18 Kathryn Gray , Mingwei Li , Reyan Ahmed , Md. Khaledur Rahman , Ariful Azad , Stephen Kobourov , Katy Börner

Effective data visualization is a key part of the discovery process in the era of big data. It is the bridge between the quantitative content of the data and human intuition, and thus an essential component of the scientific path from data…

Most software applications contain graphics such as charts, diagrams and maps. Currently, these graphics are designed with a ``one size fits all" approach and do not cater to the needs of people with disabilities. Therefore, when using…

Human-Computer Interaction · Computer Science 2024-01-12 Anuradha Madugalla , Yutan Huang , John Grundy , Min Hee Cho , Lasith Koswatta Gamage , Tristan Leao , Sam Thiele

In this paper, we introduce a new approach for drawing diagrams that have applications in software visualization. Our approach is to use a technique we call confluent drawing for visualizing non-planar diagrams in a planar way. This…

Computational Geometry · Computer Science 2007-05-23 Matthew Dickerson , David Eppstein , Michael T. Goodrich , Jeremy Meng

We present a system to convert any set of images (e.g., a video clip or a photo album) into a storyboard. We aim to create multiple pleasing graphic representations of the content at interactive rates, so the user can explore and find the…

As the rate of data collection continues to grow rapidly, developing visualization tools that scale to immense data sets is a serious and ever-increasing challenge. Existing approaches generally seek to decouple storage and visualization…

Databases · Computer Science 2021-06-24 Sam Kumar , Michael P Andersen , David E. Culler

Storyline visualizations are an effective means to present the evolution of plots and reveal the scenic interactions among characters. However, the design of storyline visualizations is a difficult task as users need to balance between…

Human-Computer Interaction · Computer Science 2020-09-02 Tan Tang , Renzhong Li , Xinke Wu , Shuhan Liu , Johannes Knittel , Steffen Koch , Thomas Ertl , Lingyun Yu , Peiran Ren , Yingcai Wu

The ability to read, understand, and comprehend visual information representations is subsumed under the term visualization literacy (VL). One possibility to improve the use of information visualizations is to introduce adaptations.…

Human-Computer Interaction · Computer Science 2022-07-18 Marc Satkowski , Franziska Kessler , Susanne Narciss , Raimund Dachselt

We present a novel platform for the interactive visualization of very large graphs. The platform enables the user to interact with the visualized graph in a way that is very similar to the exploration of maps at multiple levels. Our…

Human-Computer Interaction · Computer Science 2016-11-17 Nikos Bikakis , John Liagouris , Maria Krommyda , George Papastefanatos , Timos Sellis

The explosion in the size and the complexity of the available Knowledge Graphs on the web has led to the need for efficient and effective methods for their understanding and exploration. Semantic summaries have recently emerged as methods…

Databases · Computer Science 2024-03-06 Giannis Vassiliou , Fanouris Alevizakis , Nikolaos Papadakis , Haridimos Kondylakis

Understanding different types of users' needs can even be more critical in today's data visualization field, as exploratory visualizations for novice users are becoming more widespread with an increasing amount of data sources. The…

Computers and Society · Computer Science 2020-09-15 Damla Cay , Till Nagel , Asim Evren Yantac

Data visualization serves as a critical means for presenting data and mining its valuable insights. The task of chart summarization, through natural language processing techniques, facilitates in-depth data analysis of charts. However,…

Computation and Language · Computer Science 2024-04-26 Mengsha Liu , Daoyuan Chen , Yaliang Li , Guian Fang , Ying Shen

Learning Analytics Dashboard for Advisors is designed to provide data-driven insights and visualizations to support advisors in their decision-making regarding student academic progress, engagement, targeted support, and overall success.…

Computers and Society · Computer Science 2024-02-06 Suchith Reddy Vemula , Marcia Moraes

In the process of developing an infrastructure for providing visualization and visual analytics (VIS) tools to epidemiologists and modeling scientists, we encountered a technical challenge for applying a number of visual designs to numerous…

Human-Computer Interaction · Computer Science 2021-07-20 Saiful Khan , Phong H. Nguyen , Alfie Abdul-Rahman , Benjamin Bach , Min Chen , Euan Freeman , Cagatay Turkay
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