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基于业务路径和频度矩阵的关联规则挖掘算法 被引量:2
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作者 胡波 黄宁 仵伟强 《计算机科学》 CSCD 北大核心 2016年第12期146-152,162,共8页
关联规则挖掘为分析机载网络关联故障及提高排故效率提供了重要方法。分析了经典Apriori算法的局限性,结合机载网络领域知识、矩阵运算和频繁项集性质,提出一种高效的关联规则挖掘算法。应用机载网络故障具有的基于业务路径的关联特征,... 关联规则挖掘为分析机载网络关联故障及提高排故效率提供了重要方法。分析了经典Apriori算法的局限性,结合机载网络领域知识、矩阵运算和频繁项集性质,提出一种高效的关联规则挖掘算法。应用机载网络故障具有的基于业务路径的关联特征,提出分块挖掘策略,从而实现挖掘过程的噪声隔离。提出频度矩阵和特征向量,结合矩阵特点和频繁项集性质,设计5个扫描策略,从而减少了循环次数和对比运算。与Apriori算法相比,新算法能有效提高频繁项集的搜索速率。 展开更多
关键词 关联规则 关联故障 业务路径 分块挖掘 频度矩阵
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基于信息熵降维的混合属性数据流聚类算法
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作者 谭建建 郑洪源 丁秋林 《计算机工程》 CAS CSCD 北大核心 2011年第19期82-84,87,共4页
现有的数据流聚类算法无法处理高维混合属性的数据流。针对该问题,对HPStream算法的脱机聚类和联机聚类过程进行改进,利用频度矩阵处理名词属性,通过基于信息熵的名词属性选择方法降低数据维度。实验结果表明,该算法能有效处理混合属性... 现有的数据流聚类算法无法处理高维混合属性的数据流。针对该问题,对HPStream算法的脱机聚类和联机聚类过程进行改进,利用频度矩阵处理名词属性,通过基于信息熵的名词属性选择方法降低数据维度。实验结果表明,该算法能有效处理混合属性和维度较高的数据集,与HPStream算法相比,聚类精度有5%~15%的提高。 展开更多
关键词 数据流挖掘 混合属性 频度矩阵 信息熵 降维
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Coherent Interband and Intersubband Dynamics in Terahertz-Driven GaAs Quantum Wells
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作者 MI Xian-Wu PENG Jin-Zhang +1 位作者 LI De-Jun ZHAO He-Ping 《Communications in Theoretical Physics》 SCIE CAS CSCD 2005年第5X期941-947,共7页
We theoretically investigate the optical absorption spectra and charge density by subjecting a GaAs quantum well to both an intense terahertz (THz)-frequency driving field and an optical pulse within the theory of den... We theoretically investigate the optical absorption spectra and charge density by subjecting a GaAs quantum well to both an intense terahertz (THz)-frequency driving field and an optical pulse within the theory of density matrix. In presence of a strong THz field, the optical transitions in quantum well subbands are altered by the THz field. The alteration has a direct impact on the optical absorption and the charge density. The excitonic peak splitting and THz optical sideband in the absorption spectra show up when changing the THz field intensity and/or frequency. The Autler-Towns splitting is a result from the THz nonlinear dynamics of confined excitons. On the other hand, the carrier charge density is created as wave packets formed by coherent superposition of several eigenstates. The charge density exhibitsquantum beats for short pulses and/or wider wells and is modulated by the THz field. 展开更多
关键词 TERAHERTZ quantum well optical absorption
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Model updating based on incomplete modal data 被引量:5
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作者 LI HuaJun WANG JunRong HU Sau-Lon James 《Science China(Technological Sciences)》 SCIE EI CAS 2011年第7期1737-1747,共11页
The objective of model updating is to improve the accuracy of a dynamic model based on the correlation between the measured data and the analytical (finite element) model. In this paper, we intend to update the mass a... The objective of model updating is to improve the accuracy of a dynamic model based on the correlation between the measured data and the analytical (finite element) model. In this paper, we intend to update the mass and stiffness matrices of an analytical model when only modal frequencies or spatially incomplete modal data are available. While the proposed method is systematic in nature, it also preserves the initial configuration of the analytical model, and physical equality and/or inequality constraints can be easily incorporated into the solution procedure. Numerical examples associated with a simple 5-DoF (degree of freedom) mass-spring system are chosen to illustrate the detailed procedure and the effectiveness of the proposed method. Numerical scenarios ranging from the updating for stiffness terms only to that for all mass and stiffness terms based on various kinds of incomplete modal data are studied. The obtained model updating results are excellent when the measured modal data are noise-free. Uncertainty studies are also conducted based on simulations of corrupted modal data, but a thorough theoretical analysis of the noise effect on the proposed method is still needed. 展开更多
关键词 model updating model reduction modal expansion incomplete mode
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