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Does someone know if it exists some way to do online learning with pLSA? The model training is really time consuming, so it is not feasible to rebuild it after every changes in the data.

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There's this and that. The application might be different from yours, but I bet you can still get something useful out of them.

The basic idea is to upgrade the EM algorithm used to learn the parameters with an incremental version.

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