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Although recent efforts have developed accessible data visualization tools for blind and low-vision (BLV) users, most follow a "design for them" approach that creates an unintentional divide between sighted creators and BLV consumers. This…

Human-Computer Interaction · Computer Science 2025-09-18 JooYoung Seo , Saairam Venkatesh , Daksh Pokar , Sanchita Kamath , Krishna Anandan Ganesan

Advances in data collection enable the capture of rich patient-generated data: from passive sensing (e.g., wearables and smartphones) to active self-reports (e.g., cross-sectional surveys and ecological momentary assessments). Although…

Data has transformative potential to empower people with Intellectual and Developmental Disabilities (IDD). However, conventional data visualizations often rely on complex cognitive processes, and existing approaches for day-to-day analysis…

Human-Computer Interaction · Computer Science 2023-09-22 Keke Wu , Danielle Albers Szafir

Our work aims to develop new assistive technologies that enable blind or low vision (BLV) people to explore and analyze data readily. At present, barriers exist for BLV people to explore and analyze data, restricting access to government,…

Human-Computer Interaction · Computer Science 2025-07-01 Samuel Reinders , Munazza Zaib , Matthew Butler , Bongshin Lee , Ingrid Zukerman , Lizhen Qu , Kim Marriott

Web-based data visualizations have become very popular for exploring data and communicating insights. Newspapers, journals, and reports regularly publish visualizations to tell compelling stories with data. Unfortunately, most…

Human-Computer Interaction · Computer Science 2023-02-16 Md Zubair Ibne Alam , Shehnaz Islam , Enamul Hoque

Individuals with Intellectual and Developmental Disabilities (IDD) have unique needs and challenges when working with data. While visualization aims to make data more accessible to a broad audience, our understanding of how to design…

Human-Computer Interaction · Computer Science 2024-08-30 Keke Wu , Ghulam Jilani Quadri , Arran Zeyu Wang , David Kwame Osei-Tutu , Emma Petersen , Varsha Koushik , Danielle Albers Szafir

Data is everywhere but may not be accessible to everyone. Conventional data visualization tools and guidelines often do not actively consider the specific needs and abilities of people with Intellectual and Developmental Disabilities (IDD),…

Human-Computer Interaction · Computer Science 2023-03-13 Keke Wu , Michelle H Tran , Emma Petersen , Varsha Koushik , Danielle Albers Szafir

Combining conversational AI with refreshable tactile displays (RTDs) offers significant potential for creating accessible data visualization for people who are blind or have low vision (BLV). To support researchers and developers building…

Human-Computer Interaction · Computer Science 2026-02-18 Samuel Reinders , Munazza Zaib , Matthew Butler , Bongshin Lee , Ingrid Zukerman , Lizhen Qu , Kim Marriott

Blind and low-vision (BLV) users remain largely excluded from three-dimensional (3D) surface and point data visualizations due to the reliance on visual interaction. Existing approaches inadequately support non-visual access, especially in…

Human-Computer Interaction · Computer Science 2025-08-13 Sanchita S. Kamath , Aziz N. Zeidieh , JooYoung Seo

Most mobile health apps employ data visualization to help people view their health and activity data, but these apps provide limited support for visual data exploration. Furthermore, despite its huge potential benefits, mobile visualization…

Human-Computer Interaction · Computer Science 2021-01-19 Young-Ho Kim , Bongshin Lee , Arjun Srinivasan , Eun Kyoung Choe

With the rise of the open data movement a lot of statistical data has been made publicly available by governments, statistical offices and other organizations. First efforts to visualize are made by the data providers themselves. Data…

Human-Computer Interaction · Computer Science 2011-10-17 Daniel Hienert , Benjamin Zapilko , Philipp Schaer , Brigitte Mathiak

Refreshable tactile displays (RTDs) are predicted to soon become a viable option for the provision of accessible graphics for people who are blind or have low vision (BLV). This new technology for the tactile display of braille and…

Human-Computer Interaction · Computer Science 2024-01-30 Leona Holloway , Peter Cracknell , Kate Stephens , Melissa Fanshawe , Samuel Reinders , Kim Marriott , Matthew Butler

Understanding sensor data can be difficult for non-experts because of the complexity and different semantic meanings of sensor modalities. This leads to a need for intuitive and effective methods to present sensor information. However,…

Human-Computer Interaction · Computer Science 2025-03-26 Yunqi Guo , Kaiyuan Hou , Heming Fu , Hongkai Chen , Zhenyu Yan , Guoliang Xing , Xiaofan Jiang

Statistical concepts often rely heavily on visual cues for comprehension, presenting challenges for individuals who face difficulties using visual information, such as the blind and low-vision (BLV) community. While prior work has explored…

Human-Computer Interaction · Computer Science 2025-09-19 Sanchita S. Kamath , Omar Khan , Aziz N Zeidieh , JooYoung Seo

Data analysis in space sciences has been performed exclusively visually for years, despite the fact that the largest amount of data belongs to non-visible portions of the electromagnetic spectrum. This, on the one hand, limits the study of…

Instrumentation and Methods for Astrophysics · Physics 2023-05-10 Johanna Casado , Beatriz García

Despite the recent surge of research efforts to make data visualizations accessible to people who are blind or have low vision (BLV), how to support BLV people's data analysis remains an important and challenging question. As refreshable…

Human-Computer Interaction · Computer Science 2025-01-17 Samuel Reinders , Matthew Butler , Ingrid Zukerman , Bongshin Lee , Lizhen Qu , Kim Marriott

Blind people are often called to contribute image data to datasets for AI innovation with the hope for future accessibility and inclusion. Yet, the visual inspection of the contributed images is inaccessible. To this day, we lack mechanisms…

Human-Computer Interaction · Computer Science 2024-07-30 Rie Kamikubo , Farnaz Zamiri Zeraati , Kyungjun Lee , Hernisa Kacorri

As the ageing population grows, older adults increasingly rely on wearable devices to monitor chronic conditions. However, conventional health data representations (HDRs) often present accessibility challenges, particularly for critical…

Human-Computer Interaction · Computer Science 2025-09-16 Peterson Jean , Emma Murphy , Enda Bates

Machine learning models built on training data with multiple modalities can reveal new insights that are not accessible through unimodal datasets. For example, cardiac magnetic resonance images (MRIs) and electrocardiograms (ECGs) are both…

Machine Learning · Computer Science 2023-12-05 Bum Chul Kwon , Samuel Friedman , Kai Xu , Steven A Lubitz , Anthony Philippakis , Puneet Batra , Patrick T Ellinor , Kenney Ng

We propose a method called integrated diffusion for combining multimodal datasets, or data gathered via several different measurements on the same system, to create a joint data diffusion operator. As real world data suffers from both local…

Machine Learning · Computer Science 2022-03-07 Manik Kuchroo , Abhinav Godavarthi , Alexander Tong , Guy Wolf , Smita Krishnaswamy
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