EUROSPEECH 2001 Scandinavia
7th European Conference on Speech Communication and Technology
2nd INTERSPEECH Event

Aalborg, Denmark
September 3-7, 2001

                 

Model Agglomeration for Context-Dependent Acoustic Modeling

Fabio Brugnara

ITC-Irst - Centro per la Ricerca Scientifica e Tecnologica, Italy

This work describes a method for generating back-off models for context-dependent unit modeling. The main characteristic of the approach is that of building generic models by gathering statistics of detailed models, collected during Baum-Welch reestimation. The construction of back-off models does not require additional processing of the training data, allowing to quickly build different models sets with different back-off criteria starting from the same set of trained models and their statistics. Experiments are reported on the TIMIT and Wall Street Journal corpora, that show the consistency of the approach and compare it with state tying based on Phonetic Decision Trees.

Full Paper

Bibliographic reference.  Brugnara, Fabio (2001): "Model agglomeration for context-dependent acoustic modeling", In EUROSPEECH-2001, 1641-1644.