ridm@nrct.go.th   ระบบคลังข้อมูลงานวิจัยไทย   รายการโปรดที่คุณเลือกไว้

A comparison of phone and grapheme-based spoken term detection

หน่วยงาน Edinburgh Research Archive, United Kingdom

รายละเอียด

ชื่อเรื่อง : A comparison of phone and grapheme-based spoken term detection
นักวิจัย : Wang, Dong , Frankel, Joe , Tejedor, Javier , King, Simon
คำค้น : -
หน่วยงาน : Edinburgh Research Archive, United Kingdom
ผู้ร่วมงาน : -
ปีพิมพ์ : 2551
อ้างอิง : 978-1-4244-1483-3 , http://hdl.handle.net/1842/3837 , 10.1109/ICASSP.2008.4518773 , 1520-6149
ที่มา : -
ความเชี่ยวชาญ : -
ความสัมพันธ์ : -
ขอบเขตของเนื้อหา : -
บทคัดย่อ/คำอธิบาย :

We propose grapheme-based sub-word units for spoken term detection (STD). Compared to phones, graphemes have a number of potential advantages. For out-of-vocabulary search terms, phone- based approaches must generate a pronunciation using letter-to-sound rules. Using graphemes obviates this potentially error-prone hard decision, shifting pronunciation modelling into the statistical models describing the observation space. In addition, long-span grapheme language models can be trained directly from large text corpora. We present experiments on Spanish and English data, comparing phone and grapheme-based STD. For Spanish, where phone and grapheme-based systems give similar transcription word error rates (WERs), grapheme-based STD significantly outperforms a phone- based approach. The converse is found for English, where the phone-based system outperforms a grapheme approach. However, we present additional analysis which suggests that phone-based STD performance levels may be achieved by a grapheme-based approach despite lower transcription accuracy, and that the two approaches may usefully be combined. We propose a number of directions for future development of these ideas, and suggest that if grapheme-based STD can match phone-based performance, the inherent flexibility in dealing with out-of-vocabulary terms makes this a desirable approach.

บรรณานุกรม :
Wang, Dong , Frankel, Joe , Tejedor, Javier , King, Simon . (2551). A comparison of phone and grapheme-based spoken term detection.
    กรุงเทพมหานคร : Edinburgh Research Archive, United Kingdom .
Wang, Dong , Frankel, Joe , Tejedor, Javier , King, Simon . 2551. "A comparison of phone and grapheme-based spoken term detection".
    กรุงเทพมหานคร : Edinburgh Research Archive, United Kingdom .
Wang, Dong , Frankel, Joe , Tejedor, Javier , King, Simon . "A comparison of phone and grapheme-based spoken term detection."
    กรุงเทพมหานคร : Edinburgh Research Archive, United Kingdom , 2551. Print.
Wang, Dong , Frankel, Joe , Tejedor, Javier , King, Simon . A comparison of phone and grapheme-based spoken term detection. กรุงเทพมหานคร : Edinburgh Research Archive, United Kingdom ; 2551.