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 …

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 …

The state‐of‐the‐art of set visualization

B Alsallakh, L Micallef, W Aigner… - Computer Graphics …, 2016 - Wiley Online Library
Sets comprise a generic data model that has been used in a variety of data analysis
problems. Such problems involve analysing and visualizing set relations between multiple …

A survey on visual approaches for analyzing scientific literature and patents

P Federico, F Heimerl, S Koch… - IEEE transactions on …, 2016 - ieeexplore.ieee.org
The increasingly large number of available writings describing technical and scientific
progress, calls for advanced analytic tools for their efficient analysis. This is true for many …

Progressive learning of topic modeling parameters: A visual analytics framework

M El-Assady, R Sevastjanova, F Sperrle… - IEEE transactions on …, 2017 - ieeexplore.ieee.org
Topic modeling algorithms are widely used to analyze the thematic composition of text
corpora but remain difficult to interpret and adjust. Addressing these limitations, we present a …

cite2vec: Citation-driven document exploration via word embeddings

M Berger, K McDonough… - IEEE transactions on …, 2016 - ieeexplore.ieee.org
Effectively exploring and browsing document collections is a fundamental problem in
visualization. Traditionally, document visualization is based on a data model that represents …

Vairoma: A visual analytics system for making sense of places, times, and events in roman history

I Cho, W Dou, DX Wang, E Sauda… - IEEE transactions on …, 2015 - ieeexplore.ieee.org
Learning and gaining knowledge of Roman history is an area of interest for students and
citizens at large. This is an example of a subject with great sweep (with many interrelated …

TopicPanorama: A full picture of relevant topics

X Wang, S Liu, J Liu, J Chen, J Zhu… - IEEE transactions on …, 2016 - ieeexplore.ieee.org
This paper presents a visual analytics approach to analyzing a full picture of relevant topics
discussed in multiple sources, such as news, blogs, or micro-blogs. The full picture consists …

Galex: Exploring the evolution and intersection of disciplines

Z Li, C Zhang, S Jia, J Zhang - IEEE transactions on …, 2019 - ieeexplore.ieee.org
Revealing the evolution of science and the intersections among its sub-fields is extremely
important to understand the characteristics of disciplines, discover new topics, and predict …

[HTML][HTML] The effect of monetary incentives on health care social media content: study based on topic modeling and sentiment analysis

N Maleki, B Padmanabhan, K Dutta - Journal of Medical Internet Research, 2023 - jmir.org
Background While there is high-quality online health information, a lot of recent work has
unfortunately highlighted significant issues with the health content on social media platforms …