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Cross-language phoneme recognition for under-resourced languages

Authors: Noam Lotner; Ella Tetariy; Vered Silber-Varod; Vered Aharonson; Ami Moyal; Yossi Bar-Yosef; Irit Opher; +1 Authors

Cross-language phoneme recognition for under-resourced languages

Abstract

In the present research, we explore several methods for transforming phoneme models from a language with acoustic models that have been trained (source language) to another, untrained language (target language). One approach uses acoustic distance-measures to automatically define the mapping from source to target phonemes. This is achieved by training basic models for the target language using a limited amount of training data and calculating the distance between the source models and target models. Naturally this approach requires some data from the target language. Another approach, which also requires some data from the target language, is to use acoustic adaptation for augmenting the source language acoustic models to better match the acoustic properties of the data in the target language. Phoneme recognition results of these approaches are compared to a reference recognizer that is well-trained on the target language.

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selected citations
These citations are derived from selected sources.
This is an alternative to the "Influence" indicator, which also reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Citations provided by BIP!
popularity
This indicator reflects the "current" impact/attention (the "hype") of an article in the research community at large, based on the underlying citation network.
BIP!Popularity provided by BIP!
influence
This indicator reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Influence provided by BIP!
impulse
This indicator reflects the initial momentum of an article directly after its publication, based on the underlying citation network.
BIP!Impulse provided by BIP!
2
Average
Average
Average
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