Principal Component Analysis Visualization

Principal Component Analysis Visualization is a dimensionality reduction visualization technique that transforms high-dimensional data into a lower-dimensional space by projecting it onto orthogonal axes of maximum variance, enabling interpretable visual patterns through principal component scores.

Publications

11.6K

Citations

175

Authors

Institutions

Publications per year

2017–2026

Parents

Cluster VisualizationHigh-dimensional Data VisualizationMultivariate Data Visualization

Publications

ClustVis: a web tool for visualizing clustering of multivariate data using Principal Component Analysis and heatmap

Tauno Metsalu, Jaak Vilo · Nucleic Acids Research · 2015 · 3.9K citations · Full text

Computing, Data Science, Visualization +17

The biplot graphic display of matrices with application to principal component analysis

K. R. Gabriel · Biometrika · 1971 · 2.9K citations

Computing, Visualization, Data Visualization +13

Gaussian Process Latent Variable Models for Visualisation of High Dimensional Data

Neil D. Lawrence · 2003 · 689 citations

Computing, Data Science, Visualization +17

Supervised principal component analysis: Visualization, classification and regression on subspaces and submanifolds

Elnaz Barshan, Ali Ghodsi, Zohreh Azimifar et al. · Pattern Recognition · 2010 · 347 citations

Computing, Computer Science, Visualization +11

Principal Component Analyses (PCA)-based findings in population genetic studies are highly biased and must be reevaluated

Eran Elhaik · Scientific Reports · 2022 · 328 citations · Full text

Computing, Biostatistics, Genetics +15

1–5 of 59

Authors

175

NF
Nina F. Thornhill
Imperial College London, United Kingdom
2 publications · 56 citations
2
h-index
PC
Pak Chung Wong
Pacific Northwest National Laboratory, United States
2 publications · 48 citations
2
h-index
KR
K. R. Gabriel
University of Rochester, United States
2 publications · 3.2K citations
2
h-index
LB
Lynne Billard
University of Georgia, United States
2 publications · 135 citations
2
h-index
HS
Han‐Wei Shen
The Ohio State University, United States
1 publications · 14 citations
1
h-index

1–5 of 175

Institutions

1–8 of 87

Venues

Journal of Computational and Graphical Statistics
JCGS · 4 publications · 444 citations
4
h-index
PLoS ONE
3 publications · 153 citations
3
h-index
Analytical Chemistry
2 publications · 310 citations
2
h-index
Biometrika
2 publications · 3.2K citations
2
h-index
Bioinformatics
2 publications · 87 citations
2
h-index

1–5