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larahronn avatar larahronn commented on July 19, 2024 1

If I´m not mistaken, Truncated SVD is also good for preprocessing sparse data and it can work with scipy.sparse.

http://scikit-learn.org/stable/modules/generated/sklearn.decomposition.TruncatedSVD.html

(I am brand new to the field, this is my first ever comment on github - breaking the ice here ;)).

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lvdmaaten avatar lvdmaaten commented on July 19, 2024

This is not implemented right now. Both Matlab and Numpy support compressed sparse row matrices, so it would be possible to add this.

For now, a potential way to circumvent this would be to do some kind of (logistic) PCA preprocessing in Matlab / Python and use the reduced data as input into t-SNE. (This is assuming that the full matrix is too big to keep in memory.)

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