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 Identification, Modeling and Representation of Knowledge Resources for ASR n-best Re-ranking with Applications to Interactive Voice Response Systems Exploiting High-Level Knowledge Resources for Speech Recognition.
Наименование:

Identification, Modeling and Representation of Knowledge Resources for ASR n-best Re-ranking with Applications to Interactive Voice Response Systems Exploiting High-Level Knowledge Resources for Speech Recognition.

автор Mithun B. издательство Книга по Требованию Локальные и корпоративные сети
Cтраниц 128        мягкая обложка       
Аннотация:We improve WER for specific domains by combining domain-independent knowledge with automatically extractable domain-dependent resources. This book proposes a novel methodology to improve the performance of a Large Vocabulary Continuous Speech Recognizer (LVCSR) by modeling several high-level knowledge resources into an n-best list re-ranking mechanism. We illustrate the extent of improvements obtainable by efficiently exploiting phonetic, lexical, syntactic and semantic knowledge. To model domain-dependent knowledge, we propose a methodology to automatically generate SLMs for specific dialog states. The heart of this book not only lies in the task of selecting and modeling key information resources but also on combining them efficiently. Hence, we explore using minimum error rate training to optimally assign knowledge resource weights by directly minimizing the WER on a development set. Finally, we present a novel IVR grammar creation/tuning application and illustrate the importance of the re-ranking mechanism in this framework. The book focuses on the identification and formulation of several novel, additional, domain-independent knowledge resources into a re-ranking mechanism.
Автор: Mithun B.
Издательство: Книга по Требованию
Год:2009
Цена:
2415 руб
Нет в наличии
Поиск: Identification, Modeling and Representation of Knowledge Resources for ASR n-best Re-ranking with Applications to Interactive Voice Response Systems Exploiting High-Level Knowledge Resources for Speech Recognition.
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