The Curse of PCA

GPTKB entity

Statements (13)
Predicate Object
gptkbp:instanceOf statistical analysis
gptkbp:describes limitations of PCA in high-dimensional data
https://www.w3.org/2000/01/rdf-schema#label The Curse of PCA
gptkbp:problemIn gptkb:machine_learning
data analysis
gptkbp:refersTo gptkb:curse_of_dimensionality
sensitivity to noise
difficulty in selecting principal components
loss of interpretability in high dimensions
overfitting in PCA
gptkbp:relatedTo Principal Component Analysis
gptkbp:bfsParent gptkb:Zoey_101
gptkbp:bfsLayer 5