The state of the art in integrating machine learning into visual analytics

A Endert, W Ribarsky, C Turkay… - Computer Graphics …, 2017 - Wiley Online Library
Visual analytics systems combine machine learning or other analytic techniques with
interactive data visualization to promote sensemaking and analytical reasoning. It is through …

Interactive visual cluster analysis by contrastive dimensionality reduction

J ** emerging patterns visualization
MP Neto, FV Paulovich - IEEE Transactions on Visualization …, 2022 - ieeexplore.ieee.org
Multivariate or multidimensional visualization plays an essential role in exploratory data
analysis by allowing users to derive insights and formulate hypotheses. Despite their …

The graph landscape: using visual analytics for graph set analysis

A Kennedy, K Klein, A Nguyen, FY Wang - Journal of Visualization, 2017 - Springer
In a variety of research and application areas, graphs are an important structure for data
modeling and analysis. While graph properties can have a crucial influence on the …

Evaluating interactive visualization of multidimensional data projection with feature transformation

K Xu, L Zhang, D Pérez, PH Nguyen… - Multimodal …, 2017 - mdpi.com
There has been extensive research on dimensionality reduction techniques. While these
make it possible to present visually the high-dimensional data in 2D or 3D, it remains a …