An analog to LSI is the fourier transform where the input signal is split up into the frequency domain allowing dimension reduction to filter out those unwanted frequencies. This is directly correlated with LSI where we can do dimensionality reduction that allows us to see the correlation between terms and documents.
-James Cotter
