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3D to 2D: What PCA Throws Away
PCA is one of the most popular dimensionality reduction techniques, but it doesn't always help. In this example, two classes are perfectly separable in 3D. After projection onto the PCA plane, the class-separating feature is discarded and the classes overlap. This demonstrates an important limitation of PCA: it preserves variance, not class ...
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