A survey on ML4VIS: Applying machine learning advances to data visualization

Q Wang, Z Chen, Y Wang, H Qu - IEEE transactions on …, 2021 - ieeexplore.ieee.org
Inspired by the great success of machine learning (ML), researchers have applied ML
techniques to visualizations to achieve a better design, development, and evaluation of …

VIS+ AI: integrating visualization with artificial intelligence for efficient data analysis

X Wang, Z Wu, W Huang, Y Wei, Z Huang, M Xu… - Frontiers of Computer …, 2023 - Springer
Visualization and artificial intelligence (AI) are well-applied approaches to data analysis. On
one hand, visualization can facilitate humans in data understanding through intuitive visual …

[PDF][PDF] Applying machine learning advances to data visualization: A survey on ML4VIS

Q Wang, Z Chen, Y Wang, H Qu - arxiv preprint arxiv:2012.00467, 2020 - researchgate.net
Inspired by the great success of machine learning (ML), researchers have applied ML
techniques to visualizations to achieve a better design, development, and evaluation of …

Adversarial attacks on machine learning-aided visualizations

T Fujiwara, K Kucher, J Wang, RM Martins… - Journal of …, 2024 - Springer
Research in ML4VIS investigates how to use machine learning (ML) techniques to generate
visualizations, and the field is rapidly growing with high societal impact. However, as with …

[HTML][HTML] Active pattern classification for automatic visual exploration of multi-dimensional data

J Li, H Tan, W Huang - Applied Sciences, 2022 - mdpi.com
The practice of applying a classifier (called a pattern classifier and abbreviated as PC
below) in a visual analysis system to identify patterns from interactively generated …

[HTML][HTML] Visual recognition processing of power monitoring data based on big data computing

J Qian, B Zhu, Y Li, Z Shi - Energy Reports, 2021 - Elsevier
The operation control of power units is usually carried out by the control personnel with the
help of distributed control system. Although it can ensure the safety of unit operation and …

Analytic provenance for sensemaking behavioural markers in visual analytics

M Islam - 2021 - repository.mdx.ac.uk
Studying how analysts use interactions in visualization systems is an important part of
evaluating how well these interactions support analysis needs, making sense of data or …