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Hadamard纠错码结合支持向量机在多分类问题中的应用 被引量:15
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作者 尹安容 谢湘 匡镜明 《电子学报》 EI CAS CSCD 北大核心 2008年第1期122-126,共5页
多分类问题一直是模式识别领域的一个热点,本文提出了将Hadamard纠错码同二元分类器相结合的方法来解决此问题,相对于其它类型的纠错码多分类器法,该方法的实现简单快捷,且更容易构造出性能优越的纠错码本.本文将Hadamard纠错码和支持... 多分类问题一直是模式识别领域的一个热点,本文提出了将Hadamard纠错码同二元分类器相结合的方法来解决此问题,相对于其它类型的纠错码多分类器法,该方法的实现简单快捷,且更容易构造出性能优越的纠错码本.本文将Hadamard纠错码和支持向量机相结合,应用于说话人辨认这样一个多分类问题中,并同传统的"1对余"的多类推广方式进行了比较.实验结果表明在多分类任务中,Hadamard纠错码对于不同的类别都表现出了很强的分类能力,且性能优于"1对余"法,对于类间码字的不同分配方式也具有良好的鲁棒性. 展开更多
关键词 模式识别 说话人辨认 Hadmnard矩阵 支持向量机 纠错码
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基于Hadamard纠错码核匹配追踪的多类分类方法
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作者 余晓东 雷英杰 +1 位作者 王睿 卢明 《系统工程与电子技术》 EI CSCD 北大核心 2015年第10期2228-2233,共6页
针对传统核匹配追踪(kernel matching pursuit,KMP)学习机只能解决二类分类问题的不足,结合纠错输出编码(error-correcting output codes,ECOC)的思想,提出了一种基于Hadamard纠错码的核匹配追踪多类分类方法。该算法通过Hadmard纠错码... 针对传统核匹配追踪(kernel matching pursuit,KMP)学习机只能解决二类分类问题的不足,结合纠错输出编码(error-correcting output codes,ECOC)的思想,提出了一种基于Hadamard纠错码的核匹配追踪多类分类方法。该算法通过Hadmard纠错码将核匹配追踪算法推广到多类分类领域,并利用纠错码本身具备的纠错能力提高了分类器的泛化性能。实验中分别对UCI数据集和3种典型空天目标的高分辨一维距离像(high resolution range profile,HRRP)数据集进行测试,通过与2种经典的编码方法进行比较,结果表明该编码方法可以显著提高分类器的性能和鲁棒性。 展开更多
关键词 模式识别 核匹配追踪 纠错输出编码 多类分类 error-correcting output codes (ECOC)
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Digital signature systems based on smart card and fingerprint feature 被引量:3
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作者 You Lin Xu Maozhi Zheng Zhiming 《Journal of Systems Engineering and Electronics》 SCIE EI CSCD 2007年第4期825-834,共10页
Two signature systems based on smart cards and fingerprint features are proposed. In one signature system, the cryptographic key is stored in the smart card and is only accessible when the signer's extracted fingerpr... Two signature systems based on smart cards and fingerprint features are proposed. In one signature system, the cryptographic key is stored in the smart card and is only accessible when the signer's extracted fingerprint features match his stored template. To resist being tampered on public channel, the user's message and the signed message are encrypted by the signer's public key and the user's public key, respectively. In the other signature system, the keys are generated by combining the signer's fingerprint features, check bits, and a rememberable key, and there are no matching process and keys stored on the smart card. Additionally, there is generally more than one public key in this system, that is, there exist some pseudo public keys except a real one. 展开更多
关键词 digital signature fingerprint feature error-correcting code cryptographic key smart card
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Study on the Determinants of Energy Demand in China
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作者 W ei W eixian Institute of Finance, Xiamen University, Xianmen 361005, P.R.China 《Journal of Systems Engineering and Electronics》 SCIE EI CSCD 2002年第3期17-23,共7页
Based on the modern economic theory and the characteristics of China's energy consumption, this paper analyzes the determinants of energy demand in China, builds up a China's energy demand model, and examines ... Based on the modern economic theory and the characteristics of China's energy consumption, this paper analyzes the determinants of energy demand in China, builds up a China's energy demand model, and examines the long-run relationship between China's aggregate energy consumption and the main economic variables such as GDP by using the Johansen multivariate approach. It is found that there exists unique long-run relationship among the variables in the model over the sampling period. An error-correction model provides an appropriate framework for forecasting the short-run fluctuations in the aggregate demand of China. 展开更多
关键词 Energy demand COINTEGRATION error-correction model.
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