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采用数据变尺度不改变最小二乘法的统计性质
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作者 侯晓秋 常国祥 《黑龙江科技学院学报》 CAS 2002年第4期48-49,53,共3页
采用数据变尺度法可保证递推最小二乘法的收敛性和数值稳定性,证明了数据变尺度不改变最小二乘参数估计值和它的统计性质。
关键词 系统辨识 最小二乘法 数据变尺度 统计性质
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面向变尺度密度数据的分级聚类算法 被引量:3
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作者 袁志琴 庄华亮 何熊熊 《计算机应用》 CSCD 北大核心 2020年第S02期54-59,共6页
针对传统的基于距离和密度的聚类算法存在的一些常见的问题,诸如不适用于密度多尺度变化的数据及非凸状数据聚类、聚类质量过于依赖参数、计算复杂度较高等,提出了一种基于区域生长及竞争的分级聚类算法。聚类过程分为三级:首先,第一级... 针对传统的基于距离和密度的聚类算法存在的一些常见的问题,诸如不适用于密度多尺度变化的数据及非凸状数据聚类、聚类质量过于依赖参数、计算复杂度较高等,提出了一种基于区域生长及竞争的分级聚类算法。聚类过程分为三级:首先,第一级聚类基于欧氏距离,用距离阈值将对象划分为一定数目的小类来覆盖数据空间,同时降低算法复杂度;然后,第二级用空间数据区域生长的方法,用已获得簇心作为生长种子,在逐步放宽类半径准则的方法下进行生长,来解决变尺度数据密度聚类的问题;最后,第三级基于竞争的思想与密度相似性原则,计算簇心之间的权重,采取适当的规则进行簇的合并,来解决非凸状数据聚类的问题。实验结果表明,所提算法相较K-means及DBSCAN算法能在克服变尺度密度数据空间问题的基础上最大限度地提高聚类的准确度并缩短聚类时间。 展开更多
关键词 分级聚类 尺度密度数据 区域生长 关系权重 类合并
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Long-term variability of the sharp thermocline in the Yellow and East China Seas 被引量:3
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作者 郝佳佳 陈永利 王凡 《Chinese Journal of Oceanology and Limnology》 SCIE CAS CSCD 2012年第6期1016-1025,共10页
Based on observed temperature data since the 1950s, long-term variability of the summer sharp thermocline in the Yellow Sea Cold Water Mass (YSCWM) and East China Sea Cold Eddy (ECSCE) areas is examined. Relations... Based on observed temperature data since the 1950s, long-term variability of the summer sharp thermocline in the Yellow Sea Cold Water Mass (YSCWM) and East China Sea Cold Eddy (ECSCE) areas is examined. Relationships between the thermocline and atmospheric and oceanic forcing were investigated using multiyear wind, Kuroshio discharge and air temperature data. Results show that: 1) In the YSCWM area, thermocline strength shows about 4-year and 16-year period oscillations. There is high correlation between summer thermocline strength and local atmospheric temperature in summer and the previous winter; 2) In the ECSCE area, interannual oscillation of thermocline strength with about a 4-year period (stronger in El Nifio years) is strongly correlated with that of local wind stress. A transition from weak to strong thermocline during the mid 1970s is consistent with a 1976/1977 climate shift and Kuroshio volume transport; 3) Long-term changes of the thermocline in both regions are mainly determined by deep layer water, especially on the decadal timescale. However, surface water can modify the thermocline on an interannual timescale in the YSCWM area. 展开更多
关键词 THERMOCLINE long-term variability ECS Cold Eddy (ECSCE) YS Cold Water Mass (YSCWM)
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A NEW NON-INVASIVE METHOD FOR VALVE STICTION DECTION USING WAVELET TECHNOLOGY
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作者 Xu Zhanyang Charles Zhan Zhang Shunyi 《Journal of Electronics(China)》 2009年第5期673-680,共8页
In this letter, we present a novel approach of valve stiction detection using wavelet technology. A new non-invasive method is developed with the closed-loop normal operating data. The redundant dyadic discrete wavele... In this letter, we present a novel approach of valve stiction detection using wavelet technology. A new non-invasive method is developed with the closed-loop normal operating data. The redundant dyadic discrete wavelet transform is used to decompose the data at different resolution scales. Based on the Lipschitz regularity theory, wavelet coefficients analysis across scales is performed to detect the jumps in the controlled variables. Adaptive wavelet de-noising is then applied to the data. Features of the valve stiction patterns are extracted from the de-noised data and the valve stiction probability is calculated. 展开更多
关键词 Valve stiction Wavelet de-noising JUMP Features extraction
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Empirical likelihood for right censored data with covariables 被引量:4
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作者 HE ShuYuan LIANG Wei 《Science China Mathematics》 SCIE 2014年第6期1275-1286,共12页
For complete observation and p-dimensional parameter θ defined by an estimation equation, empirical likelihood method of construction of confidence region is based on the asymptotic χp2 distribution of -2 log(EL ra... For complete observation and p-dimensional parameter θ defined by an estimation equation, empirical likelihood method of construction of confidence region is based on the asymptotic χp2 distribution of -2 log(EL ratio). For right censored lifetime data with covariables, however, it is shown in literature that -2 log(EL ratio) converges weakly to a scaled χp2 distribution, where the scale parameter is a function of unknown asymptotic covariance matrix. The construction of confidence region requires estimation of this scale parameter. In this paper, by using influence functions in the estimating equation, we show that -2 log(EL ratio) converges weakly to a standard χp2 distribution and hence eliminates the procedure of estimating the scale parameter. 展开更多
关键词 empirical likelihood linear regression right censoring
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