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 …

A survey on information visualization: recent advances and challenges

S Liu, W Cui, Y Wu, M Liu - The Visual Computer, 2014 - Springer
Abstract Information visualization (InfoVis), the study of transforming data, information, and
knowledge into interactive visual representations, is very important to users because it …

Knowledge generation model for visual analytics

D Sacha, A Stoffel, F Stoffel, BC Kwon… - IEEE transactions on …, 2014 - ieeexplore.ieee.org
Visual analytics enables us to analyze huge information spaces in order to support complex
decision making and data exploration. Humans play a central role in generating knowledge …

Assessing the impact of automated suggestions on decision making: Domain experts mediate model errors but take less initiative

A Levy, M Agrawal, A Satyanarayan… - Proceedings of the 2021 …, 2021 - dl.acm.org
Automated decision support can accelerate tedious tasks as users can focus their attention
where it is needed most. However, a key concern is whether users overly trust or cede …

vispubdata. org: A metadata collection about IEEE visualization (VIS) publications

P Isenberg, F Heimerl, S Koch… - IEEE transactions on …, 2016 - ieeexplore.ieee.org
We have created and made available to all a dataset with information about every paper that
has appeared at the IEEE Visualization (VIS) set of conferences: InfoVis, SciVis, VAST, and …

Discovering and validating ai errors with crowdsourced failure reports

ÁA Cabrera, AJ Druck, JI Hong, A Perer - Proceedings of the ACM on …, 2021 - dl.acm.org
AI systems can fail to learn important behaviors, leading to real-world issues like safety
concerns and biases. Discovering these systematic failures often requires significant …

Bridging text visualization and mining: A task-driven survey

S Liu, X Wang, C Collins, W Dou… - IEEE transactions on …, 2018 - ieeexplore.ieee.org
Visual text analytics has recently emerged as one of the most prominent topics in both
academic research and the commercial world. To provide an overview of the relevant …

A critical reflection on visualization research: Where do decision making tasks hide?

E Dimara, J Stasko - IEEE Transactions on Visualization and …, 2021 - ieeexplore.ieee.org
It has been widely suggested that a key goal of visualization systems is to assist decision
making, but is this true? We conduct a critical investigation on whether the activity of …

The state of the art in sentiment visualization

K Kucher, C Paradis, A Kerren - Computer graphics forum, 2018 - Wiley Online Library
Visualization of sentiments and opinions extracted from or annotated in texts has become a
prominent topic of research over the last decade. From basic pie and bar charts used to …

Overview: The design, adoption, and analysis of a visual document mining tool for investigative journalists

M Brehmer, S Ingram, J Stray… - IEEE transactions on …, 2014 - ieeexplore.ieee.org
For an investigative journalist, a large collection of documents obtained from a Freedom of
Information Act request or a leak is both a blessing and a curse: such material may contain …