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Sum-Product Networks for Robust Automatic Speaker Identification

Sum-Product Networks for Robust Automatic Speaker Identification

We introduce sum-product networks (SPNs) for robust speech processing through a simple robust automatic speaker identification (ASI) task *. SPNs are deep probabilistic graphical models capable of answering multiple probabilistic queries.We show that SPNs are able to remain robust by using the marginal probability density function (PDF) of the spectral …