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- W2125107595 abstract "Conversational speech recognition is a challenging problem primarily because speakers rarely fully articulate sounds. A successful speech recognition approach must infer intended spectral targets from the speech data, or develop a method of dealing with large variances in the data. Hidden dynamic models (HDMs) attempt to automatically learn such targets in a hidden feature space using models that integrate linguistic information with constrained temporal trajectory models. HDMs are a radical departure from conventional hidden Markov models (HMMs), which simply account for variation in the observed data. We present an initial evaluation of such models on a conversational speech recognition task involving a subset of the SWITCHBOARD corpus. We show that in an N-best rescoring paradigm, HDMs are capable of delivering performance competitive with HMMs." @default.
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- W2125107595 date "1999-01-01" @default.
- W2125107595 modified "2023-09-25" @default.
- W2125107595 title "Initial evaluation of hidden dynamic models on conversational speech" @default.
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- W2125107595 doi "https://doi.org/10.1109/icassp.1999.758074" @default.
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