Title :
Constraint Induction of Phonetic-Acoustic Decision Trees for Crosslingual Acoustic Modelling
Author :
Diehl, F. ; Moreno, Alexander ; Monte, E.
Author_Institution :
TALP Res. Center, Univ. Politecnica de Catalunya, Barcelona, Spain
Abstract :
In this work we focus on the construction of phonetic-acoustic decision trees for crosslingual use. Several modifications to the standard decision tree growing procedure are proposed aiming on integrating phonological and acoustical knowledge from source and target languages. This results in multilingual source models which already reflect characteristic of the target language though not trained on target speech data. Test results confirm the validity of this approach by improved system performances.
Keywords :
decision trees; linguistics; speech processing; speech recognition; acoustical knowledge; crosslingual acoustic modelling; multilingual source models; phonetic-acoustic decision trees; speech recognition; Acoustic testing; Appropriate technology; Automatic speech recognition; Context modeling; Databases; Decision trees; Natural languages; Performance evaluation; Predictive models; System testing; acoustic modelling; crosslingual; decision tree;
Conference_Titel :
Acoustics, Speech and Signal Processing, 2007. ICASSP 2007. IEEE International Conference on
Conference_Location :
Honolulu, HI
Print_ISBN :
1-4244-0727-3
DOI :
10.1109/ICASSP.2007.367024