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We provide the first direct comparison of sum-product networks (SPNs) and deep-belief networks on speech, and the first application of SPNs to acoustic-articulatory inversion. Interestingly, speech from individuals with cerebral palsy is reconstructed significantly more accurately across all manners of articulation using SPNs than when using DBNs. In order to select appropriate input parameters, we...