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Improving Language Models in Speech-Based Human-Machine Interaction : Miglioramento di modelli di linguaggio in interazioni uomo macchina basata sulla voce, in: International Journal of Advanced Robotic Systems

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Autore Justo, Raquel; Saz, Oscar; Miguel, Antonio; Torres, M. Inés; Lleida, Eduardo
Pubblicato  InTech Open Access Publisher, 2013
edizione  
Volume  
ISBN
Abstract This work focuses on speech‐based humanmachine
interaction. Specifically, a Spoken Dialogue
System (SDS) that could be integrated into a robot is
considered. Since Automatic Speech Recognition is one of
the most sensitive tasks that must be confronted in such
systems, the goal of this work is to improve the results
obtained by this specific module. In order to do so, a
hierarchical Language Model (LM) is considered.
Different series of experiments were carried out using the
proposed models over different corpora and tasks. The
results obtained show that these models provide greater
accuracy in the recognition task. Additionally, the
influence of the Acoustic Modelling (AM) in the
improvement percentage of the Language Models has
also been explored. Finally the use of hierarchical
Language Models in a language understanding task has
been successfully employed, as shown in an additional
series of experiments.
Collections
Articoli a Rivista
2000 ed oltre
Superordinate work
 
no fulltext found International Journal of Advanced Robotic Systems
Autore: Ottaviano, Erika; Ceccarelli, Marco; Husty, Manfred; Yu, Sung-Hoon; Kim, Yong-Tae; Park, Chang-Woo; Hyun, Chang-Ho; Chen, Xiulong; Feng, Weiming; Sun, Xianyang; Gao, Qing; Grigorescu, Sorin M.; Pozna, Claudiu; Liu, Wanli; Zhankui, Wang; Guo, Meng; Fu, Guoyu; Zhang, Jin; Chen, Wenyuan; Peng, Fengchao; Yang, Pei; Chen, Chunlin; Ding, Rui; Yu, Junzhi; Yang, Qinghai; Tan, Min; Polden, Joseph; Pan, [...]
Pubblicato: 2004
Linked items
Documents: International Journal of Advanced Robotic Systems
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DMG-Lib FaviconDMG-Lib https://www.dmg-lib.org/dmglib/handler?docum=32401009
Europeana FaviconEuropeana  http://www.europeana.eu/portal/record/2020801/dmglib_handler_docum_32401009.html
PDF FaviconPDF  Improving Language Models in Speech-Based Human-Machine Interaction
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Administrative information
Time of publication 2013
License information Creative Commons License
This work is licensed under a Creative Commons Attribution-NonCommercial-ShareAlike 3.0 Unported License

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