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Speaker-Adaptation for Hybrid HMM-ANN Continuous Speech Recognition System

หน่วยงาน Edinburgh Research Archive, United Kingdom

รายละเอียด

ชื่อเรื่อง : Speaker-Adaptation for Hybrid HMM-ANN Continuous Speech Recognition System
นักวิจัย : Neto, Joao , Almeida, Luis , Hochberg, Mike , Martins, Ciro , Nunes, Luis , Renals, Steve , Robinson, Tony
คำค้น : -
หน่วยงาน : Edinburgh Research Archive, United Kingdom
ผู้ร่วมงาน : -
ปีพิมพ์ : 2538
อ้างอิง : Neto, Joao / Almeida, Luis / Hochberg, Mike / Martins, Ciro / Nunes, Luis / Renals, Steve / Robinson, Tony (1995): "Speaker-adaptation for hybrid HMM-ANN continuous speech recognition system", In EUROSPEECH-1995, 2171-2174. , http://hdl.handle.net/1842/1274
ที่มา : -
ความเชี่ยวชาญ : -
ความสัมพันธ์ : -
ขอบเขตของเนื้อหา : -
บทคัดย่อ/คำอธิบาย :

It is well known that recognition performance degrades significantly when moving from a speaker-dependent to a speaker-independent system. Traditional hidden Markov model (HMM) systems have successfully applied speaker-adaptation approaches to reduce this degradation. In this paper we present and evaluate some techniques for speaker-adaptation of a hybrid HMM-artificial neural network (ANN) continuous speech recognition system. These techniques are applied to a well trained, speaker-independent, hybrid HMM-ANN system and the recognizer parameters are adapted to a new speaker through off-line procedures. The techniques are evaluated on the DARPA RM corpus using varying amounts of adaptation material and different ANN architectures. The results show that speaker-adaptation within the hybrid framework can substantially improve system performance.

บรรณานุกรม :
Neto, Joao , Almeida, Luis , Hochberg, Mike , Martins, Ciro , Nunes, Luis , Renals, Steve , Robinson, Tony . (2538). Speaker-Adaptation for Hybrid HMM-ANN Continuous Speech Recognition System.
    กรุงเทพมหานคร : Edinburgh Research Archive, United Kingdom .
Neto, Joao , Almeida, Luis , Hochberg, Mike , Martins, Ciro , Nunes, Luis , Renals, Steve , Robinson, Tony . 2538. "Speaker-Adaptation for Hybrid HMM-ANN Continuous Speech Recognition System".
    กรุงเทพมหานคร : Edinburgh Research Archive, United Kingdom .
Neto, Joao , Almeida, Luis , Hochberg, Mike , Martins, Ciro , Nunes, Luis , Renals, Steve , Robinson, Tony . "Speaker-Adaptation for Hybrid HMM-ANN Continuous Speech Recognition System."
    กรุงเทพมหานคร : Edinburgh Research Archive, United Kingdom , 2538. Print.
Neto, Joao , Almeida, Luis , Hochberg, Mike , Martins, Ciro , Nunes, Luis , Renals, Steve , Robinson, Tony . Speaker-Adaptation for Hybrid HMM-ANN Continuous Speech Recognition System. กรุงเทพมหานคร : Edinburgh Research Archive, United Kingdom ; 2538.