> Indeed. In practical terms: when PCA subtracts the columnwise mean of
> X both in fit and in transform, it destroys the sparsity, so it's no
> good for sets of documents. See also
> http://metaoptimize.com/qa/questions/3340/difference-between-lsi-and-pca

OK, that wasn't clear to me. In particular it wasn't clear to me that PCA
always substracted means, I thought that it was just one of the many
variants. Anyhow, this link should be documented both ways (in the PCA
docs, and in the LSI PR).

Thanks!

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