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Ten quick tips for effective dimensionality reduction

Fig 9

Data point uncertainties.

Stability in the DR output coordinates for each data point. Projections of bootstrap samples for two 10D simulated datasets with rank 2 (a) and rank 5 (b) onto the first two PCs aligned using a Procrustes transformation. Smaller, circular markers correspond to each bootstrap trial, and larger, diamond markers are coordinates of the full dataset. DR, dimensionality reduction; PC, principal component.

Fig 9

doi: https://doi.org/10.1371/journal.pcbi.1006907.g009