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Discriminative Phonotactics for Dialect Recognition Using Context-Dependent Phone Classifiers: Presentation Slides
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Discriminative Phonotactics for Dialect Recognition Using Context-Dependent Phone Classifiers
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Discriminative Phonotactics for Dialect Recognition Using Context-Dependent Phone Classifiers ...
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Discriminative Phonotactics for Dialect Recognition Using Context-Dependent Phone Classifiers: Presentation Slides ...
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Abstract:
In this paper, we introduce a new approach to dialect recognition that relies on context-dependent (CD) phonetic differences between dialects as well as phonotactics. Given a speech utterance, we obtain the phone sequence using a CD-phone recognizer. We then identify the most likely dialect of these CD-phones using SVM classifiers. Augmenting these phones with the output of these classifiers, we extract augmented phonotactic features which are subsequently given to a logistic regression classifier to obtain a dialect detection score. We test our approach on the task of detecting four Arabic dialects from 30s utterances. We compare our performance to two baselines, PRLM and GMM-UBM, as well as to our own improved version of GMM-UBM which employs fMLLR adaptation. Our approach performs significantly better than all three baselines at 5% absolute Equal Error Rate (EER). The overall EER of our system is 6%. ...
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Keyword:
Computer science; FOS Languages and literature; Information technology; Linguistics
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URL: https://dx.doi.org/10.7916/d84b38tx https://academiccommons.columbia.edu/doi/10.7916/D84B38TX
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Combining Cross-Stream And Time Dimensions In Phonetic Speaker Recognition
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In: DTIC (2003)
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