所采用的基线系统为文本无关的说话人辨认系统。
The baseline system we used is text-independent speaker identification system.
测试结果表明，说话人辨认识别率达到96%以上。
闭集文本自由说话人辨认试验证明了提出的模型及其算法的正确性。
These results of the closed-set text-independent speaker identification experiments indicate the proposed model and algorithms improve identification accuracy.
闭集文本自由说话人辨认试验证明了提出的模型及其算法的正确性。
The experiments results of the closed-set text-independent speaker identification system indicate that the proposed models and algorithms improve identification accuracy.
说话人识别是最自然的生物特征身份鉴定方式，可分为说话人辨认和说话人确认。
Speaker recognition is the most natural biometric identification technique. It can be divided into two sub-fields: speaker identification and speaker verification.
该文提出了一种将模糊C -均值聚类法的各种改进算法与矢量量化法相结合的说话人辨认的新方法。
Several new algorithms of fuzzy C-mean clustering with the combination of vector quantization are proposed for speaker identification.
实验结果表明：利用多特征组合多分类器的方法可以提高“文本无关”说话人辨认系统的识别率和可靠性。
The experimental results have shown that Combining Multiple Classifiers with different features can result in satisfactory and significant improvement in recognition performance.
本文提出了用支持向量机来解决说话人辨认问题，结合语音信号的特点，解决了大数据量情况下支持向量机的训练问题。
This paper studies the speaker identification problem using support vector machine, and presents a SVM training method on large-scale training data according to the speech signal.
在说话人辨认实验中，较之传统的GMM方法，基于EGMM的系统的正识率提高了近3%，并且模型具有更小的平均尺寸。
Compared with traditional GMM, the correct recognition rate of si system based on EGMM increases by approximate 3%. Furthermore, the GMMS in new system have smaller average size.
说话人辨认系统的目的是提取、特征化和辨认表征说话人身份的语音信号信息，因此它在身份验证领域具有广阔的应用前景。
The goal of speaker identification systems is to extract, characterize and identify the information in the speech signal conveying speaker identity.
其中与说话人相关的信息可以辨认说话人是谁或者确认此说话人是否为所声言的说话人。
By the information of speaker, who is the speaker can be identified or whether the speaker is the claimed one can be verified.
说话人识别就是从说话人的一段语音中提取出说话人的个性特征，通过对这些个性特征的分析和识别，从而达到对说话人进行辨认或者确认的目的。
Speaker recognition is the task that is used to identify or verify who is speaking by analyzing and recognizing specific information extracted from speakers 'speech.
说话人识别就是从说话人的一段语音中提取出说话人的个性特征，通过对这些个性特征的分析和识别，从而达到对说话人进行辨认或者确认的目的。
Speaker recognition is the task that is used to identify or verify who is speaking by analyzing and recognizing specific information extracted from speakers 'speech.
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