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大规模交易数据库的一种有效聚类算法(英文) 被引量:17
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作者 陈宁 陈安 +1 位作者 周龙骧 CHEN Ning 《软件学报》 EI CSCD 北大核心 2001年第4期475-484,共10页
研究大规模交易数据库的聚类问题 ,提出了一种二次聚类算法—— CATD.该算法首先将数据库划分成若干分区 ,在每个分区内利用层次聚类算法进行局部聚类 ,把交易初步划分成若干亚聚类 ,亚聚类的个数由聚类间的距离参数控制 .然后对所有的... 研究大规模交易数据库的聚类问题 ,提出了一种二次聚类算法—— CATD.该算法首先将数据库划分成若干分区 ,在每个分区内利用层次聚类算法进行局部聚类 ,把交易初步划分成若干亚聚类 ,亚聚类的个数由聚类间的距离参数控制 .然后对所有的亚聚类进行全局聚类 ,同时识别出噪声 .由于采用了分区方法和聚类的支持向量表示法 ,该算法只需扫描一次数据库 ,聚类过程在内存中进行 ,因此能处理大规模的数据库 . 展开更多
关键词 数据挖掘 层次聚类 大规模交易数据库 聚类算法
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Delay-dependent Robust Singular Systems Stabilization for Uncertain with State Delay 被引量:27
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作者 WU Zheng-Guang ZHOU Wu-Neng 《自动化学报》 EI CSCD 北大核心 2007年第7期714-718,共5页
关键词 奇异延时系统 稳定性 时滞依赖性 线性矩阵不等式 时滞状态 不确定性 鲁棒镇定
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Evaluation Criteria Based on Mutual Information for Classifications Including Rejected Class 被引量:7
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作者 HU Bao-Gang WANG Yong 《自动化学报》 EI CSCD 北大核心 2008年第11期1396-1403,共8页
与用表演措施的常规评估标准不同,信息理论基于在场的标准在机器学习的应用的一个唯一的有益的特征。然而,我们仍然远非正在拥有熵类型标准的深入的理解,说,在与常规基于表演的标准的关系。这份报纸学习通用分类问题,它包括一拒绝... 与用表演措施的常规评估标准不同,信息理论基于在场的标准在机器学习的应用的一个唯一的有益的特征。然而,我们仍然远非正在拥有熵类型标准的深入的理解,说,在与常规基于表演的标准的关系。这份报纸学习通用分类问题,它包括一拒绝,或未知,班。我们在场基本公式和分类基于信息学习的图解的图理论。一个靠近形式的方程为通用分类问题在规范的相互的信息和扩充混乱矩阵之间被导出。敏感方程的三个定理和定理集合为学习在相互的信息和常规表演索引之间的关系被给。我们也与常规标准比较举与相互的信息标准的优点和限制有关的数字例子和几讨论。 展开更多
关键词 评价标准 信息分类 自动化技术 熵值
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一类不确定线性系统二次D-稳定的LMI条件 被引量:1
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作者 周武能 苏宏业 褚健 《自动化学报》 EI CSCD 北大核心 2005年第3期379-384,共6页
A necessary and sufficient condition of the quadratic D-stability for a class of uncertain linear systems is presented in terms of linear matrix inequslity (LMI) technology. Finally, the validity and less conservatism... A necessary and sufficient condition of the quadratic D-stability for a class of uncertain linear systems is presented in terms of linear matrix inequslity (LMI) technology. Finally, the validity and less conservatism of the obtained results in this paper are illustrated by a benchmark example. 展开更多
关键词 不确定线性系统 D-稳定 LMI
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Generalization of integral inequalities and (c_1,c_1) stability of neutral differential equations with time-varying delays
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作者 Shuli Guo Lina Han 《Journal of Systems Engineering and Electronics》 SCIE EI CSCD 2017年第2期347-360,共14页
A uniform stability analysis is developed for a type of neutral delays differential equations which depend on more general nonlinear integral inequalities. Many original investigations and results are obtained. Firstl... A uniform stability analysis is developed for a type of neutral delays differential equations which depend on more general nonlinear integral inequalities. Many original investigations and results are obtained. Firstly, generations of two integral nonlinear inequalities are presented, which are very effective in dealing with the complicated integro-differential inequalities whose variable exponents are greater than zero. Compared with existed integral inequalities, those proposed here can be applied to more complicated differential equations, such as time-varying delay neutral differential equations. Secondly, the notions of (ω, Ω) uniform stable and (ω, Ω) uniform asymptotically stable, especially (c1, c1) uniform stable and (c1, c1) uniform asymptotically stable, are presented. Sufficient conditions on about (c1, c1) uniform stable and (c1, c1) uniform asymptotically stable of time-varying delay neutral differential equations are established by the proposed integral inequalities. Finally, a complex numerical example is presented to illustrate the main results effectively. The above work allows to provide further applications on the proposed stability analysis and control system design for different nonlinear systems. © 2017 Beijing Institute of Aerospace Information. 展开更多
关键词 Control system stability Differential equations Nonlinear equations Time delay Time varying control systems
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Free Boundary Problems in the Steel Industry
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作者 A.D.Fitt J.R.Ockendon C.P.Please 《工程数学学报》 CSCD 北大核心 2004年第3期285-306,共22页
This paper considers two novel free boundary problems that emerge from modelling processes basic to steel manufacture. The first process concerns the spray cooling of hot steel sheet during the process of continuous c... This paper considers two novel free boundary problems that emerge from modelling processes basic to steel manufacture. The first process concerns the spray cooling of hot steel sheet during the process of continuous casting. Here, an important practical consideration is the non-monotonicity of the measured heat transfer from the steel as a function of the steel temperature. In order to understand this phenomenon, a two-phase flow model is written down for the heating and vapourisation of the water spray. This model relies on a microscale analysis of droplet vapourisation and, in a steady state, it reduces to a coupled system of nonlinear ordinary differential equations for the spray temperature and water content. This system predicts the conditions for the existence or otherwise of a free boundary separating the two-phase region from a dry vapour layer close to the steel plate.The thickness of this vapour layer is determined by the solution of a generalised Stefan problem. The second process concerns the macroscopic modelling of pig .iron production in blast furnaces. In the simplest scenario, the blast furnace may be roughly divided into a porous solid region overlaying a hot high pressure gaseous zone. The gas reacts with the solid in a thin "intermediate region" at the base of the solid region and it is in this intermediate region that the pig iron is produced. A free boundary model is proposed for the location of the intermediate region and its stability is investigated. 展开更多
关键词 free BOUNDARY PROBLEM MATHEMATICAL MODELLING STABILITY
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