Presentation 2003/3/20
Speech recognition of Japanese English using Japanese specific pronunciation habits
Koichi OSAKI, Nobuaki MINEMATSU, Keikichi HIROSE,
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Abstract(in English) Today's globalization often requires Japanese people to talk in English, which is often seen in international meetings and so on. To apply speech recognition techniques into these situations successfully, improvement of non-native speech recognition has to be realised. The improvement can be achieved by enhancing acoustic models, pronunciation lexicon, language modeles, and/or decoding stragegies independently. In this paper, a research focus is put on the acoustic models. In our previous study, we proposed a technique to enhance MLLR-based adaptation with respect to pronunciation proficiency of the speaker, where proficiency-based phoneme regression trees were generated and used in the adaptation. But this method had several drawbacks. It cannot be applied to speakers with lower proficiency or give any solutions to a problem that the commonly-used top-down state-tying may introduce inadequate phonetic structure into the model set. In this paper, we firstly analyze Japanese English and propose a technique of combining Japanese English acoustic models with Japanese ones. Next, we investigate a new state-tyine technique which considers spellings of vowels as well as left and right phoneme context.
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Keyword(in English) non-native speech recognition / Japanese English / pronunciation proficiency / multi-path models / spell
Paper # SP2002-180
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Conference Information
Committee SP
Conference Date 2003/3/20(1days)
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Paper Information
Registration To Speech (SP)
Language JPN
Title (in Japanese) (See Japanese page)
Sub Title (in Japanese) (See Japanese page)
Title (in English) Speech recognition of Japanese English using Japanese specific pronunciation habits
Sub Title (in English)
Keyword(1) non-native speech recognition
Keyword(2) Japanese English
Keyword(3) pronunciation proficiency
Keyword(4) multi-path models
Keyword(5) spell
1st Author's Name Koichi OSAKI
1st Author's Affiliation Graduate School of Information Science and Technology, University of Tokyo()
2nd Author's Name Nobuaki MINEMATSU
2nd Author's Affiliation Graduate School of Information Science and Technology, University of Tokyo
3rd Author's Name Keikichi HIROSE
3rd Author's Affiliation Graduate School of Frontier Sciences, University of Tokyo
Date 2003/3/20
Paper # SP2002-180
Volume (vol) vol.102
Number (no) 749
Page pp.pp.-
#Pages 6
Date of Issue