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Data analytics often involves hypothetical reasoning: repeatedly modifying the data and observing the induced effect on the computation result of a data-centric application. Previous work has shown that fine-grained data provenance can help…

Databases · Computer Science 2020-07-13 Daniel Deutch , Yuval Moskovitch , Noam Rinetzky

Visualization and topic modeling are widely used approaches for text analysis. Traditional visualization methods find low-dimensional representations of documents in the visualization space (typically 2D or 3D) that can be displayed using a…

Computation and Language · Computer Science 2020-10-27 Dang Pham , Tuan M. V. Le

In this demo paper, we introduce LogCanvas, a platform for user search history visualisation. Different from the existing visualisation tools, LogCanvas focuses on helping users re-construct the semantic relationship among their search…

Human-Computer Interaction · Computer Science 2018-08-16 Luyan Xu , Zeon Trevor Fernando , Xuan Zhou , Wolfgang Nejdl

Image generation using generative AI is rapidly becoming a major new source of visual media, with billions of AI generated images created using diffusion models such as Stable Diffusion and Midjourney over the last few years. In this paper…

Human-Computer Interaction · Computer Science 2024-01-29 Jon McCormack , Maria Teresa Llano , Stephen James Krol , Nina Rajcic

The boom in visualization generation tools has significantly lowered the threshold for chart authoring. Nevertheless, chart authors with an insufficient understanding of perceptual theories may encounter difficulties in evaluating the…

Human-Computer Interaction · Computer Science 2025-07-18 Xumeng Wang , Xiangxuan Zhang , Zhiqi Gao , Shuangcheng Jiao , Yuxin Ma

This paper defines, analyzes, and discusses the emerging genre of visualization atlases. We currently witness an increase in web-based, data-driven initiatives that call themselves "atlases" while explaining complex, contemporary issues…

Human-Computer Interaction · Computer Science 2024-08-15 Jinrui Wang , Xinhuan Shu , Benjamin Bach , Uta Hinrichs

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

Graph Neural Networks (GNNs) aim to extend deep learning techniques to graph data and have achieved significant progress in graph analysis tasks (e.g., node classification) in recent years. However, similar to other deep neural networks…

Human-Computer Interaction · Computer Science 2022-04-08 Zhihua Jin , Yong Wang , Qianwen Wang , Yao Ming , Tengfei Ma , Huamin Qu

In this paper, we present an approach in the Multimodal Learning Analytics field. Within this approach, we have developed a tool to visualize and analyze eye movement data collected during learning sessions in online courses. The tool is…

Computer Vision and Pattern Recognition · Computer Science 2024-09-04 Miriam Navarro , Álvaro Becerra , Roberto Daza , Ruth Cobos , Aythami Morales , Julian Fierrez

Argumentation Mining addresses the challenging tasks of identifying boundaries of argumentative text fragments and extracting their relationships. Fully automated solutions do not reach satisfactory accuracy due to their insufficient…

Computation and Language · Computer Science 2019-08-08 Fabian Sperrle , Rita Sevastjanova , Rebecca Kehlbeck , Mennatallah El-Assady

Temporal (or time-evolving) networks are commonly used to model complex systems and the evolution of their components throughout time. Although these networks can be analyzed by different means, visual analytics stands out as an effective…

Human-Computer Interaction · Computer Science 2022-10-06 Claudio D. G. Linhares , Jean R. Ponciano , Diogenes S. Pedro , Luis E. C. Rocha , Agma J. M. Traina , Jorge Poco

A dramatic rise in the flow of manipulated image content on the Internet has led to an aggressive response from the media forensics research community. New efforts have incorporated increased usage of techniques from computer vision and…

Computer Vision and Pattern Recognition · Computer Science 2020-01-15 Aparna Bharati , Daniel Moreira , Patrick Flynn , Anderson Rocha , Kevin Bowyer , Walter Scheirer

Political scientists are increasingly interested in analyzing visual content at scale. However, the existing computational toolbox is still in need of methods and models attuned to the specific challenges and goals of social and political…

Computer Vision and Pattern Recognition · Computer Science 2025-04-15 Matías Piqueras , Alexandra Segerberg , Matteo Magnani , Måns Magnusson , Nataša Sladoje

Designing synthetic routes for novel molecules is pivotal in various fields like medicine and chemistry. In this process, researchers need to explore a set of synthetic reactions to transform starting molecules into intermediates step by…

Human-Computer Interaction · Computer Science 2025-03-18 Qipeng Wang , Rui Sheng , Shaolun Ruan , Xiaofu Jin , Chuhan Shi , Min Zhu

Promotions are commonly used by e-commerce merchants to boost sales. The efficacy of different promotion strategies can help sellers adapt their offering to customer demand in order to survive and thrive. Current approaches to designing…

Human-Computer Interaction · Computer Science 2022-08-03 Chenyang Zhang , Xiyuan Wang , Chuyi Zhao , Yijing Ren , Tianyu Zhang , Zhenhui Peng , Xiaomeng Fan , Quan Li

This paper describes a system to support the visual exploration of Open Data. During his/her interactive experience with the graphics, the user can easily store the current complete state of the visualization application (called a…

Human-Computer Interaction · Computer Science 2012-05-14 Benoît Otjacques , Mickaël Stefas , Maël Cornil , Fernand Feltz

There is a perennial need in the online advertising industry to refresh ad creatives, i.e., images and text used for enticing online users towards a brand. Such refreshes are required to reduce the likelihood of ad fatigue among online…

Computation and Language · Computer Science 2020-08-05 Yichao Zhou , Shaunak Mishra , Manisha Verma , Narayan Bhamidipati , Wei Wang

Visual analytics for machine learning has recently evolved as one of the most exciting areas in the field of visualization. To better identify which research topics are promising and to learn how to apply relevant techniques in visual…

Human-Computer Interaction · Computer Science 2020-08-25 Jun Yuan , Changjian Chen , Weikai Yang , Mengchen Liu , Jiazhi Xia , Shixia Liu

An analytic process is iterative between two agents, an analyst and an analytic toolbox. Each iteration comprises three main steps: preparing a dataset, running an analytic tool, and evaluating the result, where dataset preparation and…

Machine Learning · Computer Science 2018-07-12 Matthew Nero , Chuanhe Shan , Li-C. Wang , Nik Sumikawa

The massive increase in the data volume and dataset availability for analysts compels researchers to focus on data content and select high-quality datasets to enhance the performance of analytics operators. While selecting high-quality data…

Machine Learning · Computer Science 2025-08-25 Andreas Loizou , Dimitrios Tsoumakos