A survey of visual analytics techniques for machine learning

J Yuan, C Chen, W Yang, M Liu, J Xia, S Liu - Computational Visual Media, 2021 - Springer
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 …

Visualization and visual analytics approaches for image and video datasets: A survey

S Afzal, S Ghani, MM Hittawe, SF Rashid… - ACM Transactions on …, 2023 - dl.acm.org
Image and video data analysis has become an increasingly important research area with
applications in different domains such as security surveillance, healthcare, augmented and …

Human-ai collaboration for UX evaluation: effects of explanation and synchronization

M Fan, X Yang, TT Yu, QV Liao, J Zhao - Proceedings of the ACM on …, 2022 - dl.acm.org
Analyzing usability test videos is arduous. Although recent research showed the promise of
AI in assisting with such tasks, it remains largely unknown how AI should be designed to …

Collaboration with conversational AI assistants for UX evaluation: Questions and how to ask them (voice vs. text)

E Kuang, E Jahangirzadeh Soure, M Fan… - Proceedings of the …, 2023 - dl.acm.org
AI is promising in assisting UX evaluators with analyzing usability tests, but its judgments are
typically presented as non-interactive visualizations. Evaluators may have questions about …

uxSense: Supporting user experience analysis with visualization and computer vision

A Batch, Y Ji, M Fan, J Zhao… - IEEE Transactions on …, 2023 - ieeexplore.ieee.org
Analyzing user behavior from usability evaluation can be a challenging and time-consuming
task, especially as the number of participants and the scale and complexity of the evaluation …

CoUX: collaborative visual analysis of think-aloud usability test videos for digital interfaces

EJ Soure, E Kuang, M Fan… - IEEE Transactions on …, 2021 - ieeexplore.ieee.org
Reviewing a think-aloud video is both time-consuming and demanding as it requires UX
(user experience) professionals to attend to many behavioral signals of the user in the video …

“It Feels Like Being Locked in A Cage”: Understanding Blind or Low Vision Streamers' Perceptions of Content Curation Algorithms

EZ Rong, MM Zhou, Z Lu, M Fan - … of the 2022 ACM Designing Interactive …, 2022 - dl.acm.org
Blind or low vision (BLV) people were recently reported to be live streamers on the online
platforms that employed content curation algorithms. Recent research uncovered perceived …

Older adults' think-aloud verbalizations and speech features for identifying user experience problems

M Fan, Q Zhao, V Tibdewal - Proceedings of the 2021 CHI Conference …, 2021 - dl.acm.org
Subtle patterns in users' think-aloud (TA) verbalizations and speech features are shown to
be telltale signs of User Experience (UX) problems. However, such patterns were uncovered …

Enhancing UX Evaluation Through Collaboration with Conversational AI Assistants: Effects of Proactive Dialogue and Timing

E Kuang, M Li, M Fan, K Shinohara - … of the CHI Conference on Human …, 2024 - dl.acm.org
Usability testing is vital for enhancing the user experience (UX) of interactive systems.
However, analyzing test videos is complex and resource-intensive. Recent AI advancements …

Exploring Think-aloud Method with Deaf and Hard of Hearing College Students

S Chen, D Kirst, Q Wang, Y Huang - Proceedings of the 2023 ACM …, 2023 - dl.acm.org
The think-aloud protocol is an effective method frequently used by designers and
researchers to understand how users interact with computing systems. However, there is …