DIMENSIONALITY REDUCTION COMPARISON
Compare a global linear PCA projection with a locally optimized neighborhood map. Hover either view to keep the same observation and its nearest neighbors linked.
browser-local · CPU
3D original feature manifold · drag to orbit
2D reduced embedding · hover a point
Local neighbors retained
Global distance correlation
PCA variance retained
Highlighted neighbors
early manifold positionmiddlelatehovered observation