A survey of visual analytics techniques for machine learning
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 …
in the field of visualization. To better identify which research topics are promising and to …
The state of the art in sentiment visualization
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 …
prominent topic of research over the last decade. From basic pie and bar charts used to …
OoDAnalyzer: Interactive analysis of out-of-distribution samples
One major cause of performance degradation in predictive models is that the test samples
are not well covered by the training data. Such not well-represented samples are called OoD …
are not well covered by the training data. Such not well-represented samples are called OoD …
Bridging text visualization and mining: A task-driven survey
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 …
academic research and the commercial world. To provide an overview of the relevant …
Sequence synopsis: Optimize visual summary of temporal event data
Event sequences analysis plays an important role in many application domains such as
customer behavior analysis, electronic health record analysis and vehicle fault diagnosis …
customer behavior analysis, electronic health record analysis and vehicle fault diagnosis …
Sentiment analysis for the natural environment: A systematic review
In this systematic review, Kitchenham's framework is used to explore what tasks, techniques,
and benchmarks for Sentiment Analysis have been developed for addressing topics about …
and benchmarks for Sentiment Analysis have been developed for addressing topics about …
Visualizing social media content with sententree
M Hu, K Wongsuphasawat… - IEEE transactions on …, 2016 - ieeexplore.ieee.org
We introduce SentenTree, a novel technique for visualizing the content of unstructured
social media text. SentenTree displays frequent sentence patterns abstracted from a corpus …
social media text. SentenTree displays frequent sentence patterns abstracted from a corpus …
StreamExplorer: a multi-stage system for visually exploring events in social streams
Analyzing social streams is important for many applications, such as crisis management.
However, the considerable diversity, increasing volume, and high dynamics of social …
However, the considerable diversity, increasing volume, and high dynamics of social …
TopicPanorama: A full picture of relevant topics
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 …
discussed in multiple sources, such as news, blogs, or micro-blogs. The full picture consists …
DDLVis: Real-time visual query of spatiotemporal data distribution via density dictionary learning
Visual query of spatiotemporal data is becoming an increasingly important function in visual
analytics applications. Various works have been presented for querying large …
analytics applications. Various works have been presented for querying large …