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LOO误差与LOO误差界估计的关系及在MATLAB上的实现 被引量:1
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作者 袁玉萍 李维屿 邓廷勇 《哈尔滨职业技术学院学报》 2006年第4期87-88,共2页
支持向量机是基于统计学习理论的新一代学习机器,本文论述了LOO(Leave-One-Out)误差与LOO误差界估计的定义及其两者关系;并对每个问题都给出了在MATLAB上实现的程序;通过数值试验表明了LOO误差与三个LOO误差界估计的关系。
关键词 LOO误差 LOO误差界估计 MATAB 核函数
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广义互补问题一个新的等价转化及误差界估计
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作者 张利霞 《科学技术与工程》 2008年第11期2945-2947,共3页
将多面体锥上的广义互补问题等价地转化为一个混合互补形式的广义互补问题,然后利用混合互补问题的相关结论,给出了该转化形式下广义互补问题的误差界估计成立的两个充要条件:半稳定、2-正则。一般地,由半稳定可以得到2-正则,但反之不... 将多面体锥上的广义互补问题等价地转化为一个混合互补形式的广义互补问题,然后利用混合互补问题的相关结论,给出了该转化形式下广义互补问题的误差界估计成立的两个充要条件:半稳定、2-正则。一般地,由半稳定可以得到2-正则,但反之不然。最后证明了在严格互补条件下二者等价。 展开更多
关键词 广义互补问题 混合互补问题 误差界估计 半稳定 2-正则
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通过广义D-间隙函数求解变分不等式问题的全局收敛性和误差界估计
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作者 王长钰 屈彪 《计算数学》 CSCD 北大核心 2003年第4期435-446,共12页
1.引言 变分不等式问题(VIP)([1])就是求一个向量x*∈S Rn满足:
关键词 广义D-间隙函数 变分不等式 全局收敛性 误差界估计
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Hilbert空间中稳定扰动下广义逆的误差估计界 被引量:1
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作者 陈果良 薛以峰 蔡静 《华东师范大学学报(自然科学版)》 CAS CSCD 北大核心 2002年第3期1-6,共6页
设H1,H2 是两个复数域C上的Hilbert空间 ,T :H1→H2 是有界线性算子且有广义逆T+。令 T=T+δT且‖T+‖‖δT‖ <1,在稳定扰动意义下 (即R( T) ∩R(T) ⊥ =0 ) ,给出了‖ T+ T-T+T‖和‖ T+-T+‖的误差界。该文的结论推广、改进或简... 设H1,H2 是两个复数域C上的Hilbert空间 ,T :H1→H2 是有界线性算子且有广义逆T+。令 T=T+δT且‖T+‖‖δT‖ <1,在稳定扰动意义下 (即R( T) ∩R(T) ⊥ =0 ) ,给出了‖ T+ T-T+T‖和‖ T+-T+‖的误差界。该文的结论推广、改进或简化了文献 [2 ][3][4 ][6 ]和 [9]中的相关结果或条件 。 展开更多
关键词 HILBERT空间 广义逆 稳定扰动 误差估计 线性算子 扰动矩阵
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基于支持向量机LOO误差估计的研究
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作者 袁玉萍 邹艳华 《重庆科技学院学报(自然科学版)》 CAS 2009年第4期164-165,168,共3页
支持向量机是基于统计学习理论的新一代学习机,在支持向量机方法的基础上,以分类问题为例,对支持向量机算法评价标准进行了研究与比较,论述了LOO误差与LOO误差界估计的算法模型,并通过数值试验表明了参数的不同取值对LOO误差与3个LOO误... 支持向量机是基于统计学习理论的新一代学习机,在支持向量机方法的基础上,以分类问题为例,对支持向量机算法评价标准进行了研究与比较,论述了LOO误差与LOO误差界估计的算法模型,并通过数值试验表明了参数的不同取值对LOO误差与3个LOO误差界估计的影响。给出LOO误差界中参数选取的一定规律,使其更好地评价算法的精度。 展开更多
关键词 LOO误差 LOO误差界估计 MATLAB 核函数
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双率采样量化控制系统参数辨识方法 被引量:1
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作者 张涛 谢林柏 丁锋 《科学技术与工程》 2008年第21期5833-5837,共5页
针对双率采样和信号量化的控制系统,当估计误差方差无界时,采用随机重复性试验测量信息,提出基于辅助模型的双率采样量化控制系统辨识方法。首先分析了在随机重复性试验下双率采样量化系统当估计误差方差无界时的模型特征。推导了进行... 针对双率采样和信号量化的控制系统,当估计误差方差无界时,采用随机重复性试验测量信息,提出基于辅助模型的双率采样量化控制系统辨识方法。首先分析了在随机重复性试验下双率采样量化系统当估计误差方差无界时的模型特征。推导了进行参数辨识所满足的持续激励条件,给出了估计误差方差无界时基于辅助模型的量化辨识递推算法;接着研究了所给出量化辨识递推算法的收敛性。最后数字仿真验证了算法的有效性。 展开更多
关键词 信号量化 估计误差方差无 双率采样系统 辅助模型
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扰动算子的加W-权Drazin可逆性及其表示
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作者 胡春梅 《科技信息》 2013年第8期46-47,共2页
本文利用算子分块矩阵表示,给出了加W-权Drazin可逆算子在一个扰动下仍然加W-权Drazin可逆的充分条件,并给出了扰动算子加W-权Drazin逆的表达式,从而得到了其相关的误差估计界。
关键词 加W-权Drazin逆 扰动 误差估计
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A survey on artificial boundary method Dedicated to Professor Shi Zhong-Ci on the Occasion of his 80th Birthday 被引量:3
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作者 HAN HouDe WU XiaoNan 《Science China Mathematics》 SCIE 2013年第12期2439-2488,共50页
The artificial boundary method is one of the most popular and effective numerical methods tor solving partial differential equations on unbounded domains, with more than thirty years development. The artificiM boundar... The artificial boundary method is one of the most popular and effective numerical methods tor solving partial differential equations on unbounded domains, with more than thirty years development. The artificiM boundary method has reached maturity in recent years. It has been applied to various problems in scientific and engineering computations, and the theoretical issues such as the convergence and error estimates of the artificial boundary method have been solved gradually. This paper reviews the development and discusses different forms of the artificial boundary method. 展开更多
关键词 artificial boundary method global artificial boundary condition local artificial boundary condi-tion discrete artificial boundary condition implicit artificial boundary condition nonlinear artificial boundarycondition
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ASYMPTOTIC NORMALITY OF SOME ESTIMATORS IN A FIXED-DESIGN SEMIPARAMETRIC REGRESSION MODEL WITH LINEAR TIME SERIES ERRORS 被引量:10
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作者 JinhongYOU CHENMin GemaiCHEN 《Journal of Systems Science & Complexity》 SCIE EI CSCD 2004年第4期511-522,共12页
Consider a semiparametric regression model with linear time series errors Y_k= x′ _kβ + g(t_k) + ε_k, 1 ≤ k ≤ n, where Y_k's are responses, x_k =(x_(k1),x_(k2),···,x_(kp))′ and t_k ∈ T is con... Consider a semiparametric regression model with linear time series errors Y_k= x′ _kβ + g(t_k) + ε_k, 1 ≤ k ≤ n, where Y_k's are responses, x_k =(x_(k1),x_(k2),···,x_(kp))′ and t_k ∈ T is contained in R are fixed design points, β =(β_1,β_2,···,β_p)′ is an unknown parameter vector, g(·) is an unknown bounded real-valuedfunction defined on a compact subset T of the real line R, and ε_k is a linear process given byε_k = ∑ from j=0 to ∞ of ψ_je_(k-j), ψ_0=1, where ∑ from j=0 to ∞ of |ψ_j| < ∞, and e_j,j=0, +-1, +-2,···, ard i.i.d. random variables. In this paper we establish the asymptoticnormality of the least squares estimator of β, a smooth estimator of g(·), and estimators of theautocovariance and autocorrelation functions of the linear process ε_k. 展开更多
关键词 semiparametric regression model fixed-design asymptotic normality lineartime series errors
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BERRY-ESSEEN BOUNDS OF ERROR VARIANCE ESTIMATION IN PARTLY LINEAR MODELS 被引量:1
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作者 高集体 洪圣岩 梁华 《Chinese Annals of Mathematics,Series B》 SCIE CSCD 1996年第4期477-490,共14页
Consider the regression model Y i=x τ iβ+g(t i)+ε i for i=1,…, n. Here (x i, t i) are known and nonrandom design points and ε i are i.i.d. random errors.The family of nonparametric estimates n(·) of g(·... Consider the regression model Y i=x τ iβ+g(t i)+ε i for i=1,…, n. Here (x i, t i) are known and nonrandom design points and ε i are i.i.d. random errors.The family of nonparametric estimates n(·) of g(·) including some known estimates is proposed. Based on the model Y i=x τ i+ n(t i)+ε i, the Berry-Esseen bounds of the distribution of the least-squares estimator of β are investigated. 展开更多
关键词 Partly linear model Least-squares estimate Berry-Esseen bounds
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The twoscale asymptotic error analysis for piezoelectric problems in the quasi-periodic structure 被引量:1
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作者 FENG YongPing DENG MingXiang GUAN XiaoFei 《Science China(Physics,Mechanics & Astronomy)》 SCIE EI CAS 2013年第10期1844-1853,共10页
Applications for piezoelectric effect have grown rapidly, and piezoelectric materials play important roles in countless areas of modem life. By means of twoscale method and coupled boundary layer, some new kinds of tw... Applications for piezoelectric effect have grown rapidly, and piezoelectric materials play important roles in countless areas of modem life. By means of twoscale method and coupled boundary layer, some new kinds of twoscale asymptotic expansions for solutions to the electrical potential and the displacement in quasi-periodic structure under coupled piezoelectric effect are derived, and the homogenization constants of piezoelectric materials are presented. The coupled twoscale relation between the electrical potential and the displacement is set up, and some improved asymptotic error estimates are analyzed. 展开更多
关键词 twoscale method PIEZOELECTRICITY quasi-periodic structure homogenization constants
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DOMAIN DECOMPOSITION WITH NON-MATCHING GRIDS FOR COUPLING OF FEM AND NATURAL BEM 被引量:1
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作者 YANG Ju'e HU Qiya YU Dehao 《Journal of Systems Science & Complexity》 SCIE EI CSCD 2005年第4期529-542,共14页
In this paper, we introduce a domain decomposition method with non-matching grids for solving Dirichlet exterior boundary problems by coupling of finite element method (FEM) and natural boundary element method(BEM... In this paper, we introduce a domain decomposition method with non-matching grids for solving Dirichlet exterior boundary problems by coupling of finite element method (FEM) and natural boundary element method(BEM). We first derive the optimal energy error estimate of the nonconforming approximation generated by this method. Then we apply a Dirichlet-Neumann(D-N) alternating algorithm to solve the coupled discrete system. It will be shown that such iterative method possesses the optimal convergence. The numerical experiments testify our theoretical results. 展开更多
关键词 Domain decomposition non-matching grids natural boundary reduction multiplier space error estimate D-N alternating algorithm convergence.
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