PCADeNoiseFit[data]

fits the marchencopasteur distribution to the PCA of the data using grid search.

PCADeNoiseFit[data,sig]

fits the marchencopasteur distribution to the PCA of the data using sig as start value or fixed value using grid search. Output is {simga, number of noise comp, and denoised matrix}.