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Robust Adaptation to Non-Native Accents in Automatic Speech Recognition - Silke Goronzy

Robust Adaptation to Non-Native Accents in Automatic Speech Recognition

By: Silke Goronzy

eText | 1 July 2003

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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.
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Non-FictionComputing & I.T.Computer ScienceArtificial IntelligenceEngineering & TechnologyElectronics & Communications EngineeringElectronics EngineeringMathematicsMathematical FoundationMathematical LogicOperating SystemsHuman-Computer Interaction

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