Channel compensation of speaker identification based on maximum a posteriori

To solve the effect of channel changes on the performance of speaker identification system , apply the method of maximum a posteriori to specific channel compensation.First, setup a standard channel, then, use the distribution of deviation of other channel and standard channel as experience knowledg...

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Main Authors: GAO Rong-chun, HAN Ji-qing, ZHANG Lei
Format: Article
Language:zho
Published: Editorial Department of Journal on Communications 2009-01-01
Series:Tongxin xuebao
Subjects:
Online Access:http://www.joconline.com.cn/zh/article/74654290/
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author GAO Rong-chun
HAN Ji-qing
ZHANG Lei
author_facet GAO Rong-chun
HAN Ji-qing
ZHANG Lei
author_sort GAO Rong-chun
collection DOAJ
description To solve the effect of channel changes on the performance of speaker identification system , apply the method of maximum a posteriori to specific channel compensation.First, setup a standard channel, then, use the distribution of deviation of other channel and standard channel as experience knowledge, and obtain the deviation of current channel by a few adaptive data, use these deviations to adjust the characteristic to gain the goal of compensation.The results show that adaptive data in 1s, it has a discrimination of 89.1%, above the method of cepstrum average reduction by 4.2%,with the increasing of self-adaptive, the performance of this system can be improved.
format Article
id doaj-art-5c4f30aa98954b358feb0f81f278d3e4
institution Kabale University
issn 1000-436X
language zho
publishDate 2009-01-01
publisher Editorial Department of Journal on Communications
record_format Article
series Tongxin xuebao
spelling doaj-art-5c4f30aa98954b358feb0f81f278d3e42025-01-14T08:30:05ZzhoEditorial Department of Journal on CommunicationsTongxin xuebao1000-436X2009-01-01309910374654290Channel compensation of speaker identification based on maximum a posterioriGAO Rong-chunHAN Ji-qingZHANG LeiTo solve the effect of channel changes on the performance of speaker identification system , apply the method of maximum a posteriori to specific channel compensation.First, setup a standard channel, then, use the distribution of deviation of other channel and standard channel as experience knowledge, and obtain the deviation of current channel by a few adaptive data, use these deviations to adjust the characteristic to gain the goal of compensation.The results show that adaptive data in 1s, it has a discrimination of 89.1%, above the method of cepstrum average reduction by 4.2%,with the increasing of self-adaptive, the performance of this system can be improved.http://www.joconline.com.cn/zh/article/74654290/speaker identificationchannel compensationMAP
spellingShingle GAO Rong-chun
HAN Ji-qing
ZHANG Lei
Channel compensation of speaker identification based on maximum a posteriori
Tongxin xuebao
speaker identification
channel compensation
MAP
title Channel compensation of speaker identification based on maximum a posteriori
title_full Channel compensation of speaker identification based on maximum a posteriori
title_fullStr Channel compensation of speaker identification based on maximum a posteriori
title_full_unstemmed Channel compensation of speaker identification based on maximum a posteriori
title_short Channel compensation of speaker identification based on maximum a posteriori
title_sort channel compensation of speaker identification based on maximum a posteriori
topic speaker identification
channel compensation
MAP
url http://www.joconline.com.cn/zh/article/74654290/
work_keys_str_mv AT gaorongchun channelcompensationofspeakeridentificationbasedonmaximumaposteriori
AT hanjiqing channelcompensationofspeakeridentificationbasedonmaximumaposteriori
AT zhanglei channelcompensationofspeakeridentificationbasedonmaximumaposteriori