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Or is there almost every other rationale? Second, it is alleged This system is scale-invariant (wikipedia) but my experience is that this might only be possible with Gaussian data and that due to the fact real data is normally not Gaussian dispersed, scale-variance element isn't going to maintain? Be sure to comment. Thanks

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Furnished that the vast majority of variation is in the first k PCs, the approximation is good, however it is however an approximations, Whilst the MD is precise.

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You need to use the "reference observations" inside the sample to estimate the mean and variance of the conventional distribution for every sample. You then compute a z-score for every test observation. The z-score lets you know how much Each individual examination obs is from its have sample suggest, making an allowance for the variance of every sample.