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Blind and Low Vision (BLV) people have adopted AI-powered visual interpretation applications to address their daily needs. While these applications have been helpful, prior work has found that users remain unsatisfied by their frequent…

Human-Computer Interaction · Computer Science 2025-03-11 Ricardo E. Gonzalez Penuela , Ruiying Hu , Sharon Lin , Tanisha Shende , Shiri Azenkot

Understanding visually-rich business documents to extract structured data and automate business workflows has been receiving attention both in academia and industry. Although recent multi-modal language models have achieved impressive…

Computation and Language · Computer Science 2023-09-19 Zilong Wang , Yichao Zhou , Wei Wei , Chen-Yu Lee , Sandeep Tata

Augmented reality has great potential for embedding data visualizations in the world around the user. While this can enhance users' understanding of their surroundings, it also bears the risk of overwhelming their senses with a barrage of…

Human-Computer Interaction · Computer Science 2026-02-24 Sebastian Hubenschmid , Arvind Srinivasan , Niklas Elmqvist , Dieter Schmalstieg , Michael Sedlmair

Immersive analytics has the potential to promote collaboration in machine learning (ML). This is desired due to the specific characteristics of ML modeling in practice, namely the complexity of ML, the interdisciplinary approach in…

Human-Computer Interaction · Computer Science 2022-08-10 Michaela Benk , Raphael Weibel , Stefan Feuerriegel , Andrea Ferrario

The increasing demand for programmers has led to a surge in participants in programming courses, making it increasingly challenging for instructors to assess student code manually. As a result, automated programming assessment systems…

Software Engineering · Computer Science 2025-03-18 Eduard Frankford , Daniel Crazzolara , Michael Vierhauser , Niklas Meissner , Stephan Krusche , Ruth Breu

Interpretation and diagnosis of machine learning models have gained renewed interest in recent years with breakthroughs in new approaches. We present Manifold, a framework that utilizes visual analysis techniques to support interpretation,…

Machine Learning · Computer Science 2019-01-18 Jiawei Zhang , Yang Wang , Piero Molino , Lezhi Li , David S. Ebert

Inclusion and accessibility in visualization research have gained increasing attention in recent years. However, many challenges still remain to be solved on the road toward a more inclusive, shared-experience-driven visualization design…

Human-Computer Interaction · Computer Science 2022-09-13 Katrin Angerbauer , Michael Sedlmair

Data quality assessment process is essential to ensure reliable analytical outcomes. This process depends on human supervision-driven approaches since it is impossible to determine a defect based only on data. Visualization systems belong…

Databases · Computer Science 2018-09-27 João Marcelo Borovina Josko , João Eduardo Ferreira

The integration of Artificial Intelligence (AI) into Integrated Development Environments (IDEs) is reshaping software development, fundamentally altering how developers interact with their tools. This shift marks the emergence of Human-AI…

Software Engineering · Computer Science 2026-01-16 Agnia Sergeyuk , Ilya Zakharov , Ekaterina Koshchenko , Maliheh Izadi

We introduce our ongoing work toward an insight-based evaluation methodology aimed at understanding practitioners' mental models when exploring medical data. It is based on ParcoursVis, a Progressive Visual Analytics system designed to…

Human-Computer Interaction · Computer Science 2025-09-15 Ambre Assor , Jean-Daniel Fekete

Interactive model analysis, the process of understanding, diagnosing, and refining a machine learning model with the help of interactive visualization, is very important for users to efficiently solve real-world artificial intelligence and…

Machine Learning · Computer Science 2017-02-07 Shixia Liu , Xiting Wang , Mengchen Liu , Jun Zhu

This study examines conversational business analytics, an approach that utilizes AI to address the technical competency gaps that hinder end users from effectively using traditional self-service analytics. By facilitating natural language…

Artificial Intelligence · Computer Science 2025-02-25 Adem Alparslan

Interpretability methods aim to help users build trust in and understand the capabilities of machine learning models. However, existing approaches often rely on abstract, complex visualizations that poorly map to the task at hand or require…

Human-Computer Interaction · Computer Science 2021-07-12 Harini Suresh , Kathleen M. Lewis , John V. Guttag , Arvind Satyanarayan

UX practitioners face novel challenges when designing user interfaces for machine learning (ML)-enabled applications. Interactive ML paradigms, like AutoML and interactive machine teaching, lower the barrier for non-expert end users to…

Human-Computer Interaction · Computer Science 2023-02-24 K. J. Kevin Feng , David W. McDonald

This paper describes the design of a dashboard and analysis pipeline to monitor users of visualization tools in the wild. Our pipeline describes how to extract analytical KPIs from extensive log event data involving a mix of user types. The…

Human-Computer Interaction · Computer Science 2023-10-23 Jinrui Wang , Mashael AlKadi , Benjamin Bach

Data-driven stories seek to inform and persuade audiences through the use of data visualisations and engaging narratives. These stories have now been highly optimised to be viewed on desktop and mobile computers. In contrast, while…

Human-Computer Interaction · Computer Science 2023-08-28 Xiaoyan Zhou , Yalong Yang , Francisco Ortega , Anil Ufuk Batmaz , Benjamin Lee

The concept of an intelligent augmented reality (AR) assistant has significant, wide-ranging applications, with potential uses in medicine, military, and mechanics domains. Such an assistant must be able to perceive the environment and…

We introduce AVAR, a prototypical implementation of an agile situated visualization (SV) toolkit targeting liveness, integration, and expressiveness. We report on results of an exploratory study with AVAR and seven expert users. In it,…

Human-Computer Interaction · Computer Science 2020-02-17 Leonel Merino , Boris Sotomayor-Gómez , Xingyao Yu , Ronie Salgado , Alexandre Bergel , Michael Sedlmair , Daniel Weiskopf

This article proposes an innovative framework to explore large audiovisual archives using Immersive Environments to place users inside a dataset and create an embodied experience. It starts by outlining the need for such a novel interface…

Digital Libraries · Computer Science 2023-10-11 Giacomo Alliata , Sarah Kenderdine , Lily Hibberd , Ingrid Mason

In this paper, we describe the development and operating principles of an immersive virtual reality (VR) visualisation environment that is designed around the use of consumer VR headsets in an existing wide area motion capture suite. We…

Human-Computer Interaction · Computer Science 2016-04-21 Stefan Marks , Javier E. Estevez , Andy M. Connor