[HTML][HTML] Controlling the scatterplot shapes of 2D and 3D multidimensional projections

A Machado, A Telea, M Behrisch - Computers & Graphics, 2024 - Elsevier
Multidimensional projections are effective techniques for depicting high-dimensional data.
The point patterns created by such techniques, or a technique's visual signature, depend …

[PDF][PDF] A General Framework for Comparing Embedding Visualizations Across Class-Label Hierarchies

Projecting high-dimensional vectors into two dimensions for visualization, known as
embedding visualization, facilitates perceptual reasoning and interpretation. Comparison of …

Visual Analytics for Fine‐grained Text Classification Models and Datasets

M Battogtokh, Y **ng, C Davidescu… - Computer Graphics …, 2024 - Wiley Online Library
In natural language processing (NLP), text classification tasks are increasingly fine‐grained,
as datasets are fragmented into a larger number of classes that are more difficult to …

Unveiling High-dimensional Backstage: A Survey for Reliable Visual Analytics with Dimensionality Reduction

H Jeon, H Lee, YH Kuo, T Yang, D Archambault… - arxiv preprint arxiv …, 2025 - arxiv.org
Dimensionality reduction (DR) techniques are essential for visually analyzing high-
dimensional data. However, visual analytics using DR often face unreliability, stemming from …

Standardness Fogs Meaning: A Position Regarding the Informed Usage of Standard Datasets

T Cech, O Wegen, D Atzberger, R Richter… - arxiv preprint arxiv …, 2024 - arxiv.org
Standard datasets are frequently used to train and evaluate Machine Learning models.
However, the assumed standardness of these datasets leads to a lack of in-depth discussion …

CommentVis: Unveiling Comment Insights Through Interactive Visualization Tool

G Yan, J Jang, J Seo - 2024 IEEE 17th Pacific Visualization …, 2024 - ieeexplore.ieee.org
Recently, online forums have emerged as a stage for consumers to comment and share their
reviews. These user comments serve as a valuable data source for marketing professionals …

[PDF][PDF] Dimensionality Reduction techniques for latent space visualization on Motor Imagery BCI data

M TRUGLIA - 2024 - thesis.unipd.it
The Brain-computer interface (BCI) is a neurotechnology capable of acquiring, processing
and decoding brain signals through invasive or non-invasive acquisition techniques and …