1520521

9783540003250

Robust Adaptation to Non-Native Accents in Automatic Speech Recognition

Robust Adaptation to Non-Native Accents in Automatic Speech Recognition
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  • ISBN-13: 9783540003250
  • ISBN: 3540003258
  • Publisher: Springer

AUTHOR

Goronzy, Silke

SUMMARY

Speech recognition technology is being increasingly employed in human-machine interfaces. A remaining problem however is the robustness of this technology to non-native accents, which still cause considerable difficulties for current systems.In this book, methods to overcome this problem are described. A speaker adaptation algorithm that is capable of adapting to the current speaker with just a few words of speaker-specific data based on the MLLR principle is developed and combined with confidence measures that focus on phone durations as well as on acoustic features. Furthermore, a specific pronunciation modelling technique that allows the automatic derivation of non-native pronunciations without using non-native data is described and combined with the previous techniques to produce a robust adaptation to non-native accents in an automatic speech recognition system.Goronzy, Silke is the author of 'Robust Adaptation to Non-Native Accents in Automatic Speech Recognition' with ISBN 9783540003250 and ISBN 3540003258.

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