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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 |
ISBN | 0-7803-9422-4 |
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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