Biomimetic pattern recognition for speaker-independent speech recognition
Qin, H; Wang, SJ; Sun, H; Qin, H, Chinese Acad Sci, Inst Semicond, Lab Artificial Neural Networks, Beijing 100083, Peoples R China.
2005
会议名称International Conference on Neural Networks and Brain (ICNN&B 2005)
会议录名称Proceedings of the 2005 International Conference on Neural Networks and Brain
页码Vols 1-3: 1290-1294
会议日期OCT 13-15, 2005
会议地点Beijing, PEOPLES R CHINA
出版地345 E 47TH ST, NEW YORK, NY 10017 USA
出版者IEEE
ISBN0-7803-9422-4
部门归属chinese acad sci, inst semicond, lab artificial neural networks, beijing 100083, peoples r china
摘要In speaker-independent speech recognition, the disadvantage of the most diffused technology ( Hidden Markov Models) is not only the need of many more training samples, but also long train time requirement. This paper describes the use of Biomimetic Pattern Recognition (BPR) in recognizing some Mandarin Speech in a speaker-independent manner. The vocabulary of the system consists of 15 Chinese dish's names. Neural networks based on Multi-Weight Neuron (MWN) model are used to train and recognize the speech sounds. Experimental results are presented to show that the system, which can carry out real time recognition of the persons from different provinces speaking common Chinese speech, outperforms HMMs especially in the cases of samples of a finite size.
关键词Speech Recognition Biomimetic Pattern Recognition Hidden Markov Models Dynamic Time Warping
学科领域人工智能
主办者China Neural Networks Council.; IEEE Computat Intelligence Soc, Beijing Chapter.; Chinese Inst Elect.; Chinese Assoc Artificial Intelligence.
收录类别CPCI-S
语种英语
文献类型会议论文
条目标识符http://ir.semi.ac.cn/handle/172111/9946
专题中国科学院半导体研究所(2009年前)
通讯作者Qin, H, Chinese Acad Sci, Inst Semicond, Lab Artificial Neural Networks, Beijing 100083, Peoples R China.
推荐引用方式
GB/T 7714
Qin, H,Wang, SJ,Sun, H,et al. Biomimetic pattern recognition for speaker-independent speech recognition[C]. 345 E 47TH ST, NEW YORK, NY 10017 USA:IEEE,2005:Vols 1-3: 1290-1294.
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