Title :
Analysis of Variation on Intra-Speakers Speech Recognition Performances
Author :
Tsuge, Satoru ; SEIDA, Keiji ; Shishibori, Masami ; Kita, Kenji ; Ren, Fuji ; Fukumi, Minoru ; Kuroiwa, Shingo
Author_Institution :
Inst. of Technol. & Sci., Tokushima Univ., Tokushima
fDate :
Aug. 30 2007-Sept. 1 2007
Abstract :
Even if a speaker uses a speaker-dependent speech recognition system, speech recognition performance varies. However, the relationships between intra-speaker´s speech variability and speech recognition performance are not clear. To investigate these relationships, we have been collecting speech data since November 2002. In this paper, we analyze the relationships between intra-speaker´s speech variability and the phoneme accuracy by a correlation analysis. Analyzed results showed the strong negative correlation between the phoneme accuracy and the speaking rate. The correlation coefficient indicated -0.77. Moreover, we can see that the phoneme accuracy is correlated with the temperature in the recording room and the humidity difference.
Keywords :
correlation methods; humidity; speaker recognition; speech processing; correlation analysis; humidity difference; intraspeakers speech recognition; phoneme accuracy; recording room; speaker-dependent speech recognition system; speech variability; Home appliances; Humidity; Information analysis; Information technology; Performance analysis; Speech analysis; Speech enhancement; Speech recognition; Telecommunications; Temperature; Correlation; Intra-speaker´s speech variability; Speech analysis; Speech recognition;
Conference_Titel :
Natural Language Processing and Knowledge Engineering, 2007. NLP-KE 2007. International Conference on
Conference_Location :
Beijing
Print_ISBN :
978-1-4244-1610-3
Electronic_ISBN :
978-1-4244-1611-0
DOI :
10.1109/NLPKE.2007.4368060