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

Aalborg, Denmark
September 3-7, 2001

                 

Segment-Based Recognition on the PhoneBook Task: Initial Results and Observations on Duration Modeling

Karen Livescu, James Glass

MIT Laboratory for Computer Science, USA

This paper describes preliminary recognition experiments on PhoneBook, a corpus of isolated, telephone-bandwidth, read words from a large (almost 8,000-word) vocabulary. We have chosen this corpus as a testbed for experiments on the language model-independent parts of a segment-based recognizer. We present results showing that a segment-based recognizer performs well on this task, and that a simple Gaussian mixture phone duration model significantly reduces the error rate. We compare context-independent, stress-dependent, and word position-dependent duration models and obtain relative error rate reductions of up to 12% on the test set. Finally, we make some observations regarding the effects of stress and word position in this isolated-word task and discuss our plans for further research using PhoneBook.

Full Paper

Bibliographic reference.  Livescu, Karen / Glass, James (2001): "Segment-based recognition on the phonebook task: initial results and observations on duration modeling", In EUROSPEECH-2001, 1437-1440.