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Phoneme-based or isolated-word modeling speech recognition system? An overview

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Main Authors: Yusnita, M. A., Murugesa Pandiyan, Paulraj, Assoc. Prof. Dr., Sazali, Yaacob, Prof. Dr., Shahriman, Abu Bakar, Saidatul Ardeenaawatie, Awang, Ahmad Nazri, Abdullah
Other Authors: paul@unimap.edu.my
Format: Working Paper
Language:English
Published: Institute of Electrical and Electronics Engineers (IEEE) 2011
Subjects:
Isolated word
Multilingual detection
Phoneme
Speaker independent
Speech recognition system
Online Access:http://dspace.unimap.edu.my/xmlui/handle/123456789/14036
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spelling my.unimap-140362011-10-05T15:40:35Z Phoneme-based or isolated-word modeling speech recognition system? An overview Yusnita, M. A. Murugesa Pandiyan, Paulraj, Assoc. Prof. Dr. Sazali, Yaacob, Prof. Dr. Shahriman, Abu Bakar Saidatul Ardeenaawatie, Awang Ahmad Nazri, Abdullah paul@unimap.edu.my Isolated word Multilingual detection Phoneme Speaker independent Speech recognition system Link to publisher's homepage at http://ieeexplore.ieee.org/ In this paper speech theories and some methodological concerns about feature extraction and classification techniques widely used in speech recognition system are surveyed and discussed. The shortage of isolated word speech recognition is addressed as compared to its phoneme-based counterpart. This paper could be regarded as a very early stage towards methodology establishment in searching for better accuracy and less complexity system which has more generic properties. It is hoped that the system can classify speech regardless of the varieties across languages or accents. Speaker independency (SI) manner speech recognition system is required for this application and in fact, in many other potential applications as much as a telephonic network (large database consists of many different speakers) is a primary requirement. Isolated-word ASR for fixed vocabularies has been successfully implemented using HMM, ANN and SVM but suffers from lack of adaptability to other languages and increase in complexity as number of vocabularies increases. Conversely, phonemes, the smallest unit of human speech sounds are apparently more feasible to represent the basic building block for cross-language mapping. In fact, the phonetic transcription systems such as IPA and SAMPA are widely recognized and standardized for several languages in the world. This paper intends to investigate the phoneme-based potential as language independent phonetic units to overcome the lack of available training data so as to achieve a more generic speech recognizer. 2011-10-05T15:40:35Z 2011-10-05T15:40:35Z 2011-03-04 Working Paper p. 304-309 978-1-61284-414-5 http://ieeexplore.ieee.org/stamp/stamp.jsp?tp=&arnumber=5759892 http://hdl.handle.net/123456789/14036 en Proceedings of the 7th International Colloquium on Signal Processing and its Applications (CSPA 2011) Institute of Electrical and Electronics Engineers (IEEE)
institution Universiti Malaysia Perlis
building UniMAP Library
collection Institutional Repository
continent Asia
country Malaysia
content_provider Universiti Malaysia Perlis
content_source UniMAP Library Digital Repository
url_provider http://dspace.unimap.edu.my/
language English
topic Isolated word
Multilingual detection
Phoneme
Speaker independent
Speech recognition system
spellingShingle Isolated word
Multilingual detection
Phoneme
Speaker independent
Speech recognition system
Yusnita, M. A.
Murugesa Pandiyan, Paulraj, Assoc. Prof. Dr.
Sazali, Yaacob, Prof. Dr.
Shahriman, Abu Bakar
Saidatul Ardeenaawatie, Awang
Ahmad Nazri, Abdullah
Phoneme-based or isolated-word modeling speech recognition system? An overview
description Link to publisher's homepage at http://ieeexplore.ieee.org/
author2 paul@unimap.edu.my
author_facet paul@unimap.edu.my
Yusnita, M. A.
Murugesa Pandiyan, Paulraj, Assoc. Prof. Dr.
Sazali, Yaacob, Prof. Dr.
Shahriman, Abu Bakar
Saidatul Ardeenaawatie, Awang
Ahmad Nazri, Abdullah
format Working Paper
author Yusnita, M. A.
Murugesa Pandiyan, Paulraj, Assoc. Prof. Dr.
Sazali, Yaacob, Prof. Dr.
Shahriman, Abu Bakar
Saidatul Ardeenaawatie, Awang
Ahmad Nazri, Abdullah
author_sort Yusnita, M. A.
title Phoneme-based or isolated-word modeling speech recognition system? An overview
title_short Phoneme-based or isolated-word modeling speech recognition system? An overview
title_full Phoneme-based or isolated-word modeling speech recognition system? An overview
title_fullStr Phoneme-based or isolated-word modeling speech recognition system? An overview
title_full_unstemmed Phoneme-based or isolated-word modeling speech recognition system? An overview
title_sort phoneme-based or isolated-word modeling speech recognition system? an overview
publisher Institute of Electrical and Electronics Engineers (IEEE)
publishDate 2011
url http://dspace.unimap.edu.my/xmlui/handle/123456789/14036
_version_ 1643790903455776768
score 13.222552

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