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Language Modeling for Automatic Speech Recognition of Inflective Languages

2016-08-29 Technology & Engineering
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Release : 2016-08-29
Genre : Technology & Engineering
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Book Synopsis Language Modeling for Automatic Speech Recognition of Inflective Languages by : Gregor Donaj

Download or read book Language Modeling for Automatic Speech Recognition of Inflective Languages written by Gregor Donaj. This book was released on 2016-08-29. Available in PDF, EPUB and Kindle. Book excerpt: This book covers language modeling and automatic speech recognition for inflective languages (e.g. Slavic languages), which represent roughly half of the languages spoken in Europe. These languages do not perform as well as English in speech recognition systems and it is therefore harder to develop an application with sufficient quality for the end user. The authors describe the most important language features for the development of a speech recognition system. This is then presented through the analysis of errors in the system and the development of language models and their inclusion in speech recognition systems, which specifically address the errors that are relevant for targeted applications. The error analysis is done with regard to morphological characteristics of the word in the recognized sentences. The book is oriented towards speech recognition with large vocabularies and continuous and even spontaneous speech. Today such applications work with a rather small number of languages compared to the number of spoken languages.

Statistical Language Modeling for Automatic Speech Recognition of Agglutinative Languages

2008 Computers
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Release : 2008
Genre : Computers
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Book Synopsis Statistical Language Modeling for Automatic Speech Recognition of Agglutinative Languages by : Ebru Arısoy

Download or read book Statistical Language Modeling for Automatic Speech Recognition of Agglutinative Languages written by Ebru Arısoy. This book was released on 2008. Available in PDF, EPUB and Kindle. Book excerpt: Statistical Language Modeling for Automatic Speech Recognition of Agglutinative Languages.

Topic Based Language Modeling for Automatic Speech Recognition

2005
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Release : 2005
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Book Synopsis Topic Based Language Modeling for Automatic Speech Recognition by : Raghunandan Sampath Kumaran

Download or read book Topic Based Language Modeling for Automatic Speech Recognition written by Raghunandan Sampath Kumaran. This book was released on 2005. Available in PDF, EPUB and Kindle. Book excerpt:

Language Modeling for Automatic Speech Recognition in Telehealth

2005 Automatic speech recognition
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Release : 2005
Genre : Automatic speech recognition
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Book Synopsis Language Modeling for Automatic Speech Recognition in Telehealth by : Xiaojia Zhang

Download or read book Language Modeling for Automatic Speech Recognition in Telehealth written by Xiaojia Zhang. This book was released on 2005. Available in PDF, EPUB and Kindle. Book excerpt: Standard statistic n-gram language models play a critical and indispensable role in automatic speech recognition (ASR) applications. Though helpful to ASR, it suffers from a practical problem when lacking sufficient in-domain training data that come from same or similar sources as the task text. In order to improve language model performance, various datasets need to be used to supplement the in-domain training data. This thesis investigates effective approaches to language modeling for telehealth which consists of doctor-patient conversation speech in medical specialty domain. Efforts were made to collect and analyze various datasets for training as well as to find a method for modeling target language. By effectively defining word classes, and by combining class and word trigram language models trained separately from in-domain and out-of-domain datasets, large improvements were achieved in perplexity reduction over a baseline word trigram language model that simply interpolates word trigram models trained from different data sources.

Language Modelling for Automatic Speech Recognition

1987 Automatic speech recognition
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Release : 1987
Genre : Automatic speech recognition
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Book Synopsis Language Modelling for Automatic Speech Recognition by : L. Dodd

Download or read book Language Modelling for Automatic Speech Recognition written by L. Dodd. This book was released on 1987. Available in PDF, EPUB and Kindle. Book excerpt: This memorandum reviews recent studies and developments in methods of language modelling which are specifically relevant to automatic speech recognition (ASR). An introduction is given to the general area of language models and the ways of formalising linguistic knowledge. Various techniques for applying phonological, syntactic and semantic constraints to ASR are discussed. The review covers papers written as early as the 1970's but the emphasis is on the more recent developments and techniques which are now being used in speech research. The formal methods of applying linguistic constraints are discussed and criticised according to their suitability for the speech research work carried out at RSRE.

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