Towards More Explainable Nonlinear Dimensionality Reduction: A Feature-Driven Interaction Approach

Nonlinear dimensionality reduction (NDR) techniques are widely used to visualize high-dimensional data. However, they often lack explainability, making it challenging for analysts to relate patterns in projections to original high-dimensional features. Existing interactive methods typically separate...

Celý popis

Podrobná bibliografia

Vydané v:	IEEE transactions on visualization and computer graphics Ročník PP; s. 1 - 16
Hlavní autori:	Cho, Aeri, Jeon, Hyeon, Choe, Kiroong, Park, Seokhyeon, Seo, Jinwook
Médium:	Journal Article
Jazyk:	English
Vydavateľské údaje:	United States IEEE 16.10.2025
Predmet:	Accuracy Aerospace electronics Computational modeling Data structures Data visualization Dimensionality reduction Explainability Feature Space High dimensional data Interaction Techniques Layout Nonlinear Dimensionality Reduction Scalability Visualization
ISSN:	1077-2626, 1941-0506, 1941-0506
On-line prístup:	Získať plný text
Tagy:	Pridať tag Žiadne tagy, Buďte prvý, kto otaguje tento záznam!