English
Related papers

Related papers: Data Formulator: AI-powered Concept-driven Visuali…

200 papers

Data analysts often need to iterate between data transformations and chart designs to create rich visualizations for exploratory data analysis. Although many AI-powered systems have been introduced to reduce the effort of visualization…

Human-Computer Interaction · Computer Science 2025-02-24 Chenglong Wang , Bongshin Lee , Steven Drucker , Dan Marshall , Jianfeng Gao

Datamation is designed to animate an analysis pipeline step by step, which is an intuitive and effective way to interpret the results from data analysis. However, creating a datamation is not easy. A qualified datamation needs to not only…

Human-Computer Interaction · Computer Science 2023-04-13 Yi Guo , Nan Cao , Ligan Cai , Yanqiu Wu , Daniel Weiskopf , Danqing Shi , Qing Chen

Data-driven storytelling has gained prominence in journalism and other data reporting fields. However, the process of creating these stories remains challenging, often requiring the integration of effective visualizations with compelling…

Human-Computer Interaction · Computer Science 2025-04-01 Yu Fu , Dennis Bromley , Vidya Setlur

This paper revisits the role of quantitative and qualitative methods in visualization research in the context of advancements in artificial intelligence (AI). The focus is on how we can bridge between the different methods in an integrated…

Human-Computer Interaction · Computer Science 2024-09-12 Daniel Weiskopf

Visualizations themselves have become a data format. Akin to other data formats such as text and images, visualizations are increasingly created, stored, shared, and (re-)used with artificial intelligence (AI) techniques. In this survey, we…

Human-Computer Interaction · Computer Science 2021-07-20 Aoyu Wu , Yun Wang , Xinhuan Shu , Dominik Moritz , Weiwei Cui , Haidong Zhang , Dongmei Zhang , Huamin Qu

The visual analytics community has long aimed to understand users better and assist them in their analytic endeavors. As a result, numerous conceptual models of visual analytics aim to formalize common workflows, techniques, and goals…

Human-Computer Interaction · Computer Science 2023-04-20 Shayan Monadjemi , Mengtian Guo , David Gotz , Roman Garnett , Alvitta Ottley

Data visualizations are powerful tools for communicating patterns in quantitative data. Yet understanding any data visualization is no small feat -- succeeding requires jointly making sense of visual, numerical, and linguistic inputs…

Human-Computer Interaction · Computer Science 2025-05-26 Arnav Verma , Kushin Mukherjee , Christopher Potts , Elisa Kreiss , Judith E. Fan

Understanding how helpful a visualization is from experimental results is difficult because the observed performance is confounded with aspects of the study design, such as how useful the information that is visualized is for the task. We…

Human-Computer Interaction · Computer Science 2023-08-21 Yifan Wu , Ziyang Guo , Michails Mamakos , Jason Hartline , Jessica Hullman

The exponential growth of data has outpaced human ability to process information, necessitating innovative approaches for effective human-data interaction. To transform raw data into meaningful insights, storytelling, and visualization have…

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

Choosing a suitable visualization for data is a difficult task. Current data visualization recommender systems exist to aid in choosing a visualization, yet suffer from issues such as low accessibility and indecisiveness. In this study, we…

Human-Computer Interaction · Computer Science 2019-11-12 Petra Kubernátová , Magda Friedjungová , Max van Duijn

An AI-powered data visualization platform that automates the entire data analysis process, from uploading a dataset to generating an interactive visualization. Advanced machine learning algorithms are employed to clean and preprocess the…

Artificial Intelligence · Computer Science 2025-11-18 Srihari R , Pallavi M , Tejaswini S , Vaishnavi R C

Data Visualization has become an important aspect of big data analytics and has grown in sophistication and variety. We specifically identify the need for an analytical framework for data visualization with textual information. Data…

Social and Information Networks · Computer Science 2020-05-19 Cherilyn Conner , Jim Samuel , Andrey Kretinin , Yana Samuel , Lee Nadeau

Data-driven storytelling is a powerful method for conveying insights by combining narrative techniques with visualizations and text. These stories integrate visual aids, such as highlighted bars and lines in charts, along with textual…

Computation and Language · Computer Science 2024-10-07 Mohammed Saidul Islam , Md Tahmid Rahman Laskar , Md Rizwan Parvez , Enamul Hoque , Shafiq Joty

Modern visualization tools aim to allow data analysts to easily create exploratory visualizations. When the input data layout conforms to the visualization design, users can easily specify visualizations by mapping data columns to visual…

Human-Computer Interaction · Computer Science 2021-02-02 Chenglong Wang , Yu Feng , Rastislav Bodik , Isil Dillig , Alvin Cheung , Amy J. Ko

Effective real-time data presentation is essential in small-group interactive contexts, where discussions evolve dynamically and presenters must adapt visualizations to shifting audience interests. However, most existing interactive…

Human-Computer Interaction · Computer Science 2025-10-17 Kentaro Takahira , Yuki Ueno

Autonomous agents powered by Large Language Models are transforming AI, creating an imperative for the visualization field to embrace agentic frameworks. However, our field's focus on a human in the sensemaking loop raises critical…

Human-Computer Interaction · Computer Science 2025-09-17 Vaishali Dhanoa , Anton Wolter , Gabriela Molina León , Hans-Jörg Schulz , Niklas Elmqvist

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

Making data visualizations accessible for people with disabilities remains a significant challenge in current practitioner efforts. Existing visualizations often lack an underlying navigable structure, fail to engage necessary input…

Human-Computer Interaction · Computer Science 2025-01-27 Frank Elavsky , Lucas Nadolskis , Dominik Moritz

In visualization, the process of transforming raw data into visually comprehensible representations is pivotal. While existing models like the Information Visualization Reference Model describe the data-to-visual mapping process, they often…

Human-Computer Interaction · Computer Science 2024-08-12 Eugene Wu , Remco Chang
‹ Prev 1 2 3 10 Next ›