Publication Details

Integrating recent MLP feature extraction techniques into TRAP architecture

GRÉZL František and KARAFIÁT Martin. Integrating recent MLP feature extraction techniques into TRAP architecture. In: Proceedings of Interspeech 2011. Florence: International Speech Communication Association, 2011, pp. 1229-1232. ISBN 978-1-61839-270-1. ISSN 1990-9772.
Czech title
Integrace moderních technik extrakce příznaků pomocí MLP do TRAP architektury
Type
conference paper
Language
english
Authors
Grézl František, Ing., Ph.D. (DCGM FIT BUT)
Karafiát Martin, Ing., Ph.D. (DCGM FIT BUT)
URL
Keywords

TRAP processing, Bottle-Neck technique, subphoneme classes, LVCSR features

Abstract

The article shows the performance improvement and limitations of TRAP and HATS neural net systems for feature extraction in LVCSR when the bottel neck approach and phoneme states targets are introduced into them.

Annotation

This paper is focused on the incorporation of recent techniques for multi-layer perceptron (MLP) based feature extraction in Temporal Pattern (TRAP) and Hidden Activation TRAP (HATS) feature extraction scheme. The TRAP scheme has been origin of various MLP-based features some of which are now indivisible part of state-of-the-art LVCSR systems. The modifications which brought most improvement - sub-phoneme targets and Bottle-Neck technique - are introduced into original TRAP scheme. Introduction of sub-phoneme targets uncovered the hidden danger of having too many classes in TRAP/HATS scheme. On the other hand, Bottle-Neck technique improved the TRAP/HATS scheme so its competitive with other approaches.

Published
2011
Pages
1229-1232
Journal
Proceedings of Interspeech - on-line, vol. 2011, no. 8, ISSN 1990-9772
Proceedings
Proceedings of Interspeech 2011
Conference
Interspeech Conference, Florence, IT
ISBN
978-1-61839-270-1
Publisher
International Speech Communication Association
Place
Florence, IT
BibTeX 
@INPROCEEDINGS{FITPUB9755,
   author = "Franti\v{s}ek Gr\'{e}zl and Martin Karafi\'{a}t",
   title = "Integrating recent MLP feature extraction techniques into TRAP architecture",
   pages = "1229--1232",
   booktitle = "Proceedings of Interspeech 2011",
   journal = "Proceedings of Interspeech - on-line",
   volume = 2011,
   number = 8,
   year = 2011,
   location = "Florence, IT",
   publisher = "International Speech Communication Association",
   ISBN = "978-1-61839-270-1",
   ISSN = "1990-9772",
   language = "english",
   url = "https://www.fit.vut.cz/research/publication/9755"
}
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