Title :
A simulation study of the usefulness of broad phonetic classification in automatic speech recognition
Author :
Vernooij, Gert-Jan ; Bloothooft, Gerrit ; Van Holsteijn, Yvonne
Author_Institution :
Res. Inst. of Language & Speech, Utrecht Univ., Netherlands
Abstract :
The authors present a method to develop a hierarchy of phonetic classes which describes the set of subclasses which allows the identification of all words in a lexicon, with a minimum of detailed acoustic information. Resulting hierarchies for Dutch lexica are given. Such hierarchies show at what points it is most efficient to improve an automatic speech recognition system from a lexical point of view. When the acoustic performance of an automatic speech recognition system is known in terms of a phoneme confusion matrix, the analyses presented permit prediction of the optimal performance of the system for isolated words, depending on the lexicon to which the recognizer is applied
Keywords :
speech recognition; Dutch lexica; acoustic performance; automatic speech recognition; broad phonetic classification; isolated words; lexicon; phoneme confusion matrix; phonetic classes hierarchy; simulation study; Automatic speech recognition; Data mining; Decision trees; Labeling; Performance analysis; Radio access networks; Signal processing; Speech analysis; Speech recognition;
Conference_Titel :
Acoustics, Speech, and Signal Processing, 1989. ICASSP-89., 1989 International Conference on
Conference_Location :
Glasgow
DOI :
10.1109/ICASSP.1989.266369