A survey of visual analytics techniques for machine learning

J Yuan, C Chen, W Yang, M Liu, J **a, 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 …

Survey on the analysis of user interactions and visualization provenance

K Xu, A Ottley, C Walchshofer, M Streit… - Computer Graphics …, 2020 - Wiley Online Library
There is fast‐growing literature on provenance‐related research, covering aspects such as
its theoretical framework, use cases, and techniques for capturing, visualizing, and …

Anchorage: Visual analysis of satisfaction in customer service videos via anchor events

KK Wong, X Wang, Y Wang, J He… - IEEE Transactions on …, 2023 - ieeexplore.ieee.org
Delivering customer services through video communications has brought new opportunities
to analyze customer satisfaction for quality management. However, due to the lack of …

VideoPro: A Visual Analytics Approach for Interactive Video Programming

J He, X Wang, KK Wong, X Huang… - … on Visualization and …, 2023 - ieeexplore.ieee.org
Constructing supervised machine learning models for real-world video analysis require
substantial labeled data, which is costly to acquire due to scarce domain expertise and …

An interactive method to improve crowdsourced annotations

S Liu, C Chen, Y Lu, F Ouyang… - IEEE transactions on …, 2018 - ieeexplore.ieee.org
In order to effectively infer correct labels from noisy crowdsourced annotations, learning-from-
crowds models have introduced expert validation. However, little research has been done …

A visual comparison of gaze behavior from pedestrians and cyclists

M Trefzger, T Blascheck, M Raschke… - Proceedings of the …, 2018 - dl.acm.org
In this paper, we contribute an eye tracking study conducted with pedestrians and cyclists.
We apply a visual analytics-based method to inspect pedestrians' and cyclists' gaze …

Visual comparison of eye movement patterns

T Blascheck, M Schweizer, F Beck… - Computer Graphics …, 2017 - Wiley Online Library
In eye tracking research, finding eye movement patterns and similar strategies between
participants' eye movements is important to understand task solving strategies and …

LDA ensembles for interactive exploration and categorization of behaviors

S Chen, N Andrienko, G Andrienko… - IEEE transactions on …, 2019 - ieeexplore.ieee.org
We define behavior as a set of actions performed by some actor during a period of time. We
consider the problem of analyzing a large collection of behaviors by multiple actors, more …

Aeonium: Visual analytics to support collaborative qualitative coding

M Drouhard, NC Chen, J Suh… - 2017 IEEE Pacific …, 2017 - ieeexplore.ieee.org
Qualitative coding offers the potential to obtain deep insights into social media, but the
technique can be inconsistent and hard to scale. Researchers using qualitative coding …

System design for using multimodal trace data in modeling self-regulated learning

EB Cloude, R Azevedo, PH Winne, G Biswas… - Frontiers in …, 2022 - frontiersin.org
Self-regulated learning (SRL) integrates monitoring and controlling of cognitive, affective,
metacognitive, and motivational processes during learning in pursuit of goals. Researchers …