DocumentCode :
1745703
Title :
Intention-based probabilistic phrase spotting for speech understanding
Author :
Hofmann, Marc ; Lang, Manfred
Author_Institution :
Inst. for Human-Machine Commun., Tech. Univ. Munchen, Germany
fYear :
2001
fDate :
2001
Firstpage :
99
Lastpage :
102
Abstract :
We present an approach towards probabilistic phrase spotting for evaluating a speech recognizer´s utterance hypotheses for inferring the user´s intention. The evaluation is done by mapping each word chain on each intention of the intention space. Therefore, we create an intention model for each intention as the basis for analysis. As the words of the speech recognizer´s utterance hypotheses are assigned confidence levels, we treat these inputs as uncertain observations. We use Bayesian belief networks as a mathematical foundation for intention modelling and probability theory for evaluating such word chains. The algorithm considers syntactical and semantical relations between the words within a phrase, evaluating words regarding previously observed words of the current phrase
Keywords :
belief networks; inference mechanisms; probability; speech intelligibility; speech recognition; word processing; Bayesian belief networks; confidence levels; intention based probabilistic phrase spotting; intention model; intention modelling; intention space; mathematical foundation; probabilistic phrase spotting; probability theory; semantical relations; speech recognizer; speech recognizer utterance hypotheses; speech understanding; uncertain observations; user intention; utterance hypotheses; word chain; Automobiles; Bayesian methods; Libraries; Lungs; Man machine systems; Mathematical model; Robustness; Speech analysis; Speech recognition; Vocabulary;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Intelligent Multimedia, Video and Speech Processing, 2001. Proceedings of 2001 International Symposium on
Conference_Location :
Hong Kong
Print_ISBN :
962-85766-2-3
Type :
conf
DOI :
10.1109/ISIMP.2001.925341
Filename :
925341
Link To Document :
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