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Advanced chart question answering requires both precise perception of small visual elements and multi-step reasoning across several subplots. While existing MLLMs are strong at understanding single plots, they often struggle with multi-step…

Computer Vision and Pattern Recognition · Computer Science 2026-05-07 Qihua Dong , Ruozhen He , Junwen Chen , Yizhou Wang , Xu Ma , Songyao Jiang , Yun Fu

Prior HCI studies often analyzed smartphone app usage data for usability and user experience research purposes. App usage videos are often collected by a screen recording app in order to better analyze the app usage behaviors (e.g., app…

Human-Computer Interaction · Computer Science 2022-05-31 Hansoo Lee , Sangwook Lee , Youngji Koh , Uichin Lee

Astronomical researchers often think of analysis and visualization as separate tasks. In the case of high-dimensional data sets, though, interactive exploratory data visualization can give far more insight than an approach where data…

Instrumentation and Methods for Astrophysics · Physics 2015-06-05 Alyssa A. Goodman

The quest to develop intelligent visual analytics (VA) systems capable of collaborating and naturally interacting with humans presents a multifaceted and intriguing challenge. VA systems designed for collaboration must adeptly navigate a…

Human-Computer Interaction · Computer Science 2024-04-12 Alvitta Ottley

Temporal event data are collected across a broad range of domains, and a variety of visual analytics techniques have been developed to empower analysts working with this form of data. These techniques generally display aggregate statistics…

Human-Computer Interaction · Computer Science 2019-11-13 David Gotz , Jonathan Zhang , Wenyuan Wang , Joshua Shrestha , David Borland

Exploratory visual analysis (EVA) is an essential stage of the data science pipeline, where users often lack clear analysis goals at the start and iteratively refine them as they learn more about their data. Accurate models of users'…

Human-Computer Interaction · Computer Science 2023-12-18 Sanad Saha , Nischal Aryal , Leilani Battle , Arash Termehchy

Supporting equitable instruction is an important issue for teachers attending diverse STEM classrooms. Visual learning analytics along with effective student survey measures can support providing on time feedback to teachers in making…

Human-Computer Interaction · Computer Science 2024-01-17 Ali Raza , William R. Penuel , Tamara Sumner

Due to the rapid growth of the World Wide Web, resource discovery becomes an increasing problem. As an answer to the demand for information management, a third generation of World-Wide Web tools will evolve: information gathering and…

Software Engineering · Computer Science 2018-10-31 Robert E. Kent , Christian Neuss

Causality visualization can help people understand temporal chains of events, such as messages sent in a distributed system, cause and effect in a historical conflict, or the interplay between political actors over time. However, as the…

Computation and Language · Computer Science 2020-09-08 Arjun Choudhry , Mandar Sharma , Pramod Chundury , Thomas Kapler , Derek W. S. Gray , Naren Ramakrishnan , Niklas Elmqvist

News agencies produce thousands of multimedia stories describing events happening in the world that are either scheduled such as sports competitions, political summits and elections, or breaking events such as military conflicts, terrorist…

Computation and Language · Computer Science 2019-04-12 Charlotte Rudnik , Thibault Ehrhart , Olivier Ferret , Denis Teyssou , Raphaël Troncy , Xavier Tannier

Dynamic graph visualization attracts researchers' concentration as it represents time-varying relationships between entities in multiple domains (e.g., social media analysis, academic cooperation analysis, team sports analysis). Integrating…

Human-Computer Interaction · Computer Science 2022-06-13 Baofeng Chang , Sujia Zhu , Qi Jiang , Wang Xia , Jingwei Tang , Lvhan Pan , Ronghua Liang , Guodao Sun

Legal exploration, analysis, and interpretation remain complex and demanding tasks, even for experienced legal scholars, due to the domain-specific language, tacit legal concepts, and intentional ambiguities embedded in legal texts. In…

Human-Computer Interaction · Computer Science 2025-11-20 Daniel Fürst , Mennatallah El-Assady , Daniel A. Keim , Maximilian T. Fischer

The daily routine of criminal investigators consists of a thorough analysis of highly complex and heterogeneous data of crime cases. Such data can consist of case descriptions, testimonies, criminal networks, spatial and temporal…

Computers and Society · Computer Science 2020-09-22 Kristína Zákopčanová , Marko Řeháček , Jozef Bátrna , Daniel Plakinger , Sergej Stoppel , Barbora Kozlíková

This paper explores the use of scenario-based visualisation examples as a pedagogical strategy for teaching students the complexities of data insight, representation, and interpretation. Teaching data visualisation often involves explaining…

Human-Computer Interaction · Computer Science 2025-08-13 Jonathan C. Roberts , Peter Butcher , Panagiotis D. Ritsos

Recently, a new window to explore tweet data has been opened in TExVis tool through visualizing the relations between the frequent keywords. However, timeline exploration of tweet data, not present in TExVis, could play a critical factor in…

Human-Computer Interaction · Computer Science 2021-07-13 Shah Rukh Humayoun , Ibrahim Mansour , Ragaad AlTarawneh

Comprehensively evaluating and comparing researchers' academic performance is complicated due to the intrinsic complexity of scholarly data. Different scholarly evaluation tasks often require the publication and citation data to be…

Graphics · Computer Science 2022-03-25 Zhichun Guo , Jun Tao , Siming Chen , Nitesh V. Chawla , Chaoli Wang

This paper presents a comprehensive examination of interactive data visualization tools and their efficacy in the context of United States car accident data for the year 2023. We developed interactive heatmaps, histograms, and pie charts to…

Human-Computer Interaction · Computer Science 2024-06-27 Hamoud Alhazmi , Marcelo Morales , Jiachen Jiang , Jinxin Zhou , Jian Chen

Most visual analytics systems assume that all foraging for data happens before the analytics process; once analysis begins, the set of data attributes considered is fixed. Such separation of data construction from analysis precludes…

Information Retrieval · Computer Science 2020-09-08 Dylan Cashman , Shenyu Xu , Subhajit Das , Florian Heimerl , Cong Liu , Shah Rukh Humayoun , Michael Gleicher , Alex Endert , Remco Chang

Multiple-view visualization (MV) has been heavily used in visual analysis tools for sensemaking of data in various domains (e.g., bioinformatics, cybersecurity and text analytics). One common task of visual analysis with multiple views is…

Human-Computer Interaction · Computer Science 2021-09-29 Maoyuan Sun , Abdul Rahman Shaikh , Hamed Alhoori , Jian Zhao

The circulation of historical books has always been an area of interest for historians. However, the data used to represent the journey of a book across different places and times can be difficult for domain experts to digest due to buried…

Human-Computer Interaction · Computer Science 2026-05-13 Yiwen Xing , Cristina Dondi , Rita Borgo , Alfie Abdul-Rahman