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基于改进粒子群算法的聚类算法 被引量:31
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作者 陈小全 张继红 《计算机研究与发展》 EI CSCD 北大核心 2012年第S1期287-291,共5页
K-均值算法是一种传统的聚类分析方法,具有思想与算法简单的特点,因此成为聚类分析的常用方法之一.但K-均值算法的分类结果过分依赖于初始聚类中心的选择,对于某些初始值,该算法有可能收敛于一般次优解.在分析K-均值算法和粒子群算法的... K-均值算法是一种传统的聚类分析方法,具有思想与算法简单的特点,因此成为聚类分析的常用方法之一.但K-均值算法的分类结果过分依赖于初始聚类中心的选择,对于某些初始值,该算法有可能收敛于一般次优解.在分析K-均值算法和粒子群算法的基础上,提出了一种基于改进的粒子群算法的聚类算法.该算法将局部搜索能力强的K均值算法和全局搜索能力强的粒子群算法结合,提高了K均值算法的局部搜索能力、加快了收敛速度,有效地阻止了早熟现象的发生.实验表明该聚类算法有更好的收敛效果. 展开更多
关键词 聚类分析 K-均值算法 粒子群算法 收敛速度 全局最优
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改进粒子滤波与均值漂移特征融合的目标跟踪 被引量:11
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作者 温宗周 程少康 +3 位作者 李丽敏 刘亮 李璐 刘德阳 《计算机工程与设计》 北大核心 2019年第8期2306-2311,F0003,共7页
针对复杂场景下目标因光照变化、部分遮挡以及相似颜色区域影响的稳定跟踪问题,提出一种改进粒子滤波与均值漂移(MeanShift)特征融合的目标跟踪方法。样本粒子在多次更新迭代后,无限逼近目标的后验概率分布。采取自适应融合策略将颜色... 针对复杂场景下目标因光照变化、部分遮挡以及相似颜色区域影响的稳定跟踪问题,提出一种改进粒子滤波与均值漂移(MeanShift)特征融合的目标跟踪方法。样本粒子在多次更新迭代后,无限逼近目标的后验概率分布。采取自适应融合策略将颜色与轮廓特征相融合,在重采样之前将核函数进行加权调整。与经典MeanShift算法和粒子滤波算法进行对比,实验结果表明,该方法在处理目标跟踪过程中受光照、遮挡与相似颜色等影响时,跟踪效果最佳。 展开更多
关键词 复杂场景 粒子滤波 均值漂移 目标跟踪 自适应融合
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Ultimate generalization to monotonicity for uniform convergence of trigonometric series 被引量:9
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作者 Zhou SongPing Zhou Ping Yu DanSheng 《Science China Mathematics》 SCIE 2010年第7期1849-1858,共10页
Chaundy and Jolliffe proved that if {a n } is a non-increasing (monotonic) real sequence with lim n →∞ a n = 0, then a necessary and sufficient condition for the uniform convergence of the series ∑∞ n=1 a n sin nx... Chaundy and Jolliffe proved that if {a n } is a non-increasing (monotonic) real sequence with lim n →∞ a n = 0, then a necessary and sufficient condition for the uniform convergence of the series ∑∞ n=1 a n sin nx is lim n →∞ na n = 0. We generalize (or weaken) the monotonic condition on the coefficient sequence {a n } in this classical result to the so-called mean value bounded variation condition and prove that the generalized condition cannot be weakened further. We also establish an analogue to the generalized Chaundy-Jolliffe theorem in the complex space. 展开更多
关键词 trigonometric series UNIFORM convergence MONOTONICITY mean value BOUNDED variation
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Mean Shift算法的收敛性讨论 被引量:4
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作者 王杰 王加银 《北京师范大学学报(自然科学版)》 CAS CSCD 北大核心 2008年第5期472-475,共4页
作为一种有效的迭代算法,Mean Shift具有的良好的特性,在聚类分析、视觉跟踪、图像平滑和图像分割等领域得到广泛应用.李乡儒指出了Comuniciu关于算法收敛性证明中的错误,并给出了一个算法收敛的间接条件.但是用什么样的核函数、在什么... 作为一种有效的迭代算法,Mean Shift具有的良好的特性,在聚类分析、视觉跟踪、图像平滑和图像分割等领域得到广泛应用.李乡儒指出了Comuniciu关于算法收敛性证明中的错误,并给出了一个算法收敛的间接条件.但是用什么样的核函数、在什么条件下算法收敛仍然没有直接的结果.本文首先指出最近发表的一篇文献中关于MeanShift算法收敛条件及证明过程理解上的错误.然后对常用的核函数用于算法时的收敛性进行分析,得到了几个对算法扩展和应用有意义的结论. 展开更多
关键词 图像处理 mean SHIFT 收敛性 核函数
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德尔菲法定量分析的拓展:区间二分法 被引量:7
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作者 张明善 贾子超 +1 位作者 李天政 蔡新良 《西南民族大学学报(自然科学版)》 CAS 2007年第1期138-141,共4页
对德尔菲法进行扩展,给出了一种新的方法:区间二分法.即将专家组的定量预测区间按分值大小排序后分为两个区间,再取均值,循环该过程到专家意见收敛到一个满意的预测区间,即为专家意见集成.
关键词 德尔菲法 专家调查法 区间二分法 定量分析
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AN EFFICIENT FINITE DIFFERENCE METHOD FOR STOCHASTIC LINEAR SECOND-ORDER BOUNDARY-VALUE PROBLEMS DRIVEN BY ADDITIVE WHITE NOISES
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作者 Mahboub Baccouch 《Journal of Computational Mathematics》 SCIE CSCD 2024年第2期432-453,共22页
In this paper,we develop and analyze a finite difference method for linear second-order stochastic boundary-value problems(SBVPs)driven by additive white noises.First we regularize the noise by the Wong-Zakai approxim... In this paper,we develop and analyze a finite difference method for linear second-order stochastic boundary-value problems(SBVPs)driven by additive white noises.First we regularize the noise by the Wong-Zakai approximation and introduce a sequence of linear second-order SBVPs.We prove that the solution of the SBVP with regularized noise converges to the solution of the original SBVP with convergence order O(h)in the meansquare sense.To obtain a numerical solution,we apply the finite difference method to the stochastic BVP whose noise is piecewise constant approximation of the original noise.The approximate SBVP with regularized noise is shown to have better regularity than the original problem,which facilitates the convergence proof for the proposed scheme.Convergence analysis is presented based on the standard finite difference method for deterministic problems.More specifically,we prove that the finite difference solution converges at O(h)in the mean-square sense,when the second-order accurate three-point formulas to approximate the first and second derivatives are used.Finally,we present several numerical examples to validate the efficiency and accuracy of the proposed scheme. 展开更多
关键词 Boundary-value problems Finite-difference method Additive white noise Wiener process mean-square convergence Wong-Zakai approximation
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Some Mean Convergence Theorems for the Maximum of Normed Double Sums of Banach Space Valued Random Elements
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作者 Andrew ROSALSKY Le Van THANH Nguyen Thi THUY 《Acta Mathematica Sinica,English Series》 SCIE CSCD 2024年第7期1727-1740,共14页
In this correspondence,we establish mean convergence theorems for the maximum of normed double sums of Banach space valued random elements.Most of the results pertain to random elements which are M-dependent.We expand... In this correspondence,we establish mean convergence theorems for the maximum of normed double sums of Banach space valued random elements.Most of the results pertain to random elements which are M-dependent.We expand and improve a number of particular cases in the literature on mean convergence of random elements in Banach spaces.One of the main contributions of the paper is to simplify and improve a recent result of Li,Presnell,and Rosalsky[Journal of Mathematical Inequalities,16,117–126(2022)].A new maximal inequality for double sums of M-dependent random elements is proved which may be of independent interest.The sharpness of the results is illustrated by four examples. 展开更多
关键词 Double sum mean convergence Rademacher type p Banach space Banach space valued random element M-dependent random elements
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Change-point Estimation of a Mean Shift in Moving-average Processes Under Dependence Assumptions 被引量:4
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作者 Yun-xia Li 《Acta Mathematicae Applicatae Sinica》 SCIE CSCD 2006年第4期615-626,共12页
In this paper we discuss the least-square estimator of the unknown change point in a mean shift for moving-average processes of ALNQD sequence. The consistency and the rate of convergence for the estimated change poin... In this paper we discuss the least-square estimator of the unknown change point in a mean shift for moving-average processes of ALNQD sequence. The consistency and the rate of convergence for the estimated change point are established. The asymptotic distribution for the change point estimator is obtained. The results are also true for ρ-mixing, φ-mixing, α-mixing sequences under suitable conditions. These results extend those of Bai, who studied the mean shift point of a linear process of i.i.d, variables, and the condition ∑j=0^∞j|aj| 〈 ∞ in Bai is weakened to ∑j=0^∞|aj|〈∞. 展开更多
关键词 mean shift moving-average process change point ALNQD rate of convergence
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Asymptotic Consistency of the James-Stein Shrinkage Estimator
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作者 Alex Samuel Mungo Victor Mooto Nawa 《Open Journal of Statistics》 2023年第6期872-892,共21页
The study explores the asymptotic consistency of the James-Stein shrinkage estimator obtained by shrinking a maximum likelihood estimator. We use Hansen’s approach to show that the James-Stein shrinkage estimator con... The study explores the asymptotic consistency of the James-Stein shrinkage estimator obtained by shrinking a maximum likelihood estimator. We use Hansen’s approach to show that the James-Stein shrinkage estimator converges asymptotically to some multivariate normal distribution with shrinkage effect values. We establish that the rate of convergence is of order  and rate , hence the James-Stein shrinkage estimator is -consistent. Then visualise its consistency by studying the asymptotic behaviour using simulating plots in R for the mean squared error of the maximum likelihood estimator and the shrinkage estimator. The latter graphically shows lower mean squared error as compared to that of the maximum likelihood estimator. 展开更多
关键词 ASYMPTOTIC CONSISTENCY convergence EFFICIENCY mean Squared Error SHRINKAGE
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一类基因表达式程序设计的若干收敛定理及其推广 被引量:3
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作者 陈明 丁立新 余建平 《小型微型计算机系统》 CSCD 北大核心 2013年第3期606-610,共5页
基因表达式编程算法(或称基因表达式程序设计)的基因型/表现型双实体为之带来许多不同于传统演化算法的优势,但建立其Markov模型时,我们须在两者之间作出权衡.为简化遗传算子概率结构的分析,本文以基因型空间为搜索空间,研究一类GEP在... 基因表达式编程算法(或称基因表达式程序设计)的基因型/表现型双实体为之带来许多不同于传统演化算法的优势,但建立其Markov模型时,我们须在两者之间作出权衡.为简化遗传算子概率结构的分析,本文以基因型空间为搜索空间,研究一类GEP在宽松条件下的收敛性.首先,针对由基因型-表现型映射所致的多峰适应值函数,重构带精英保留策略的GEP的Markov链模型转移矩阵.然后,通过建立依概率收敛速度的精确表达式、估计其上界,证明了算法依均值收敛、几乎必然收敛甚至完全收敛至全局最优值.与之前的严格假设下的若干结论相比,本文的模型更匹配算法的特性,收敛性结论更强且最优状态子集更小.另外,上述精确表达式也可以推广至自适应演化算法. 展开更多
关键词 基因表达式程序设计 完全收敛 几乎必然收敛 依均值收敛 依概率收敛 有限Markov链
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扩充的Hermite-Fejér插值算子平均收敛性 被引量:4
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作者 文成林 张书玲 《数学学报(中文版)》 SCIE CSCD 北大核心 1999年第3期429-440,共12页
讨论了以Jacobi正交多项式零点为插值结点的扩充Hermite-Fejer插值算子在Lpu空间的平均收敛性。首先给出了算子加权平均收敛的条件,进一步得到了收敛阶。
关键词 正交多项式 平均收敛 H-F插值算子 JACOBI多项式
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关于Hermite插值算子同时逼近的平均收敛性 被引量:4
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作者 韦宝荣 《杭州师范学院学报(自然科学版)》 CAS 2006年第1期21-24,共4页
在此考虑了以第一类Chebyshev多项式的零点为结点的Hermite插值算子同时逼近的平均收敛性,所得结果推广了闵国华(1992年)的相关结论.
关键词 插值算子 同时逼近 平均收敛收
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SOME RESULTS ON ESTIMATION OF THE TAIL INDEX OF A DISTRIBUTION 被引量:1
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作者 PAN JIAZHU 《Chinese Annals of Mathematics,Series B》 SCIE CSCD 1998年第2期239-248,共10页
The author obtains the rate of strong convergence,mean squared error and optimal choice of the“smoothing parameter”(the sample fraction)of a tail index estimator which was proposed by the author from Pickands’estim... The author obtains the rate of strong convergence,mean squared error and optimal choice of the“smoothing parameter”(the sample fraction)of a tail index estimator which was proposed by the author from Pickands’estimator,and called modified Pickands’estimator.The similar results about Hill’s estimator are also obtained,which generalize the corresponding results in.Besides,some comparisons between Hill’s estimator and the modified Pickands’estimator are given. 展开更多
关键词 Tail index Parameter estimation Strong convergence mean squared error Comparisons of estimators
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Trigonometric Series with a Generalized Monotonicity Condition 被引量:3
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作者 Lei FENG Vilmos TOTIK Song Ping ZHOU 《Acta Mathematica Sinica,English Series》 SCIE CSCD 2014年第8期1289-1296,共8页
In this paper,we consider numerical and trigonometric series with a very general monotonicity condition.First,a fundamental decomposition is established from which the sufficient parts of many classical results in Fou... In this paper,we consider numerical and trigonometric series with a very general monotonicity condition.First,a fundamental decomposition is established from which the sufficient parts of many classical results in Fourier analysis can be derived in this general setting.In the second part of the paper a necessary and sufficient condition for the uniform convergence of sine series is proved generalizing a classical theorem of Chaundy and Jolliffe. 展开更多
关键词 Uniform convergence MONOTONICITY mean value bounded variation DECOMPOSITION
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STRONG PREDICTOR-CORRECTOR APPROXIMATION FOR STOCHASTIC DELAY DIFFERENTIAL EQUATIONS 被引量:3
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作者 Yuanling Niu Chengjian Zhang Kevin Burrage 《Journal of Computational Mathematics》 SCIE CSCD 2015年第6期587-605,共19页
This paper presents a strong predictor-corrector method for the numerical solution of stochastic delay differential equations (SDDEs) of ItS-type. The method is proved to be mean-square convergent of order min{1/2,p... This paper presents a strong predictor-corrector method for the numerical solution of stochastic delay differential equations (SDDEs) of ItS-type. The method is proved to be mean-square convergent of order min{1/2,p} under the Lipschitz condition and the linear growth condition, where p is the exponent of HSlder condition of the initial function. Stability criteria for this type of method are derived. It is shown that for certain choices of the flexible parameter p the derived method can have a better stability property than more commonly used numerical methods. That is, for some p, the asymptotic MS-stability bound of the method will be much larger than that of the Euler-Maruyama method. Numerical results are reported confirming convergence properties and comparing stability properties of methods with different parameters p. Finally, the vectorised simulation is discussed and it is shown that this implementation is much more efficient. 展开更多
关键词 Strong predictor-corrector approximation Stochastic delay differential equa- tions convergence mean-square stability Numerical experiments Vectorised simulation.
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Mean Curvature Flow of Arbitrary Codimension in Complex Projective Spaces
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作者 Li LEI Hongwei XU 《Chinese Annals of Mathematics,Series B》 SCIE CSCD 2023年第6期857-892,共36页
Recently,Pipoli and Sinestrari[Pipoli,G.and Sinestrari,C.,Mean curvature flow of pinched submanifolds of CPn,Comm.Anal.Geom.,25,2017,799-846]initiated the study of convergence problem for the mean curvature flow of sm... Recently,Pipoli and Sinestrari[Pipoli,G.and Sinestrari,C.,Mean curvature flow of pinched submanifolds of CPn,Comm.Anal.Geom.,25,2017,799-846]initiated the study of convergence problem for the mean curvature flow of small codimension in the complex projective space CPm.The purpose of this paper is to develop the work due to Pipoli and Sinestrari,and verify a new convergence theorem for the mean curvature flow of arbitrary codimension in the complex projective space.Namely,the authors prove that if the initial submanifold in CPm satisfies a suitable pinching condition,then the mean curvature flow converges to a round point in finite time,or converges to a totally geodesic submanifold as t→∞.Consequently,they obtain a differentiable sphere theorem for submanifolds in the complex projective space. 展开更多
关键词 mean curvature flow Submanifolds of arbitrary codimension Complex projective space convergence theorem Differentiable sphere theorem
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关于Smarandache kn数列及其与Smarandache LCM函数的混合均值
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作者 黄炜 刘龙展 《首都师范大学学报(自然科学版)》 2023年第6期12-15,共4页
应用解析方法、初等方法和组合方法,研究了Smarandache kn数字数列a[k,n]与Smarandache LCM函数SL(n)的复合均值分布性质,给出了一个较强均值渐近公式;还利用初等方法研究了Smarandache kn-数字子序列无穷级数f(m,k)的收敛性。
关键词 Smarandache kn数字数列 Smarandache LCM函数SL(n) 均值 渐近公式 无穷级数 收敛性
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单调性条件在Fourier级数收敛性中的最终推广:历史、发展、应用和猜想 被引量:4
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作者 周颂平 乐瑞君 《数学进展》 CSCD 北大核心 2011年第2期129-155,共27页
为了对Fourier级数进行近似计算和有效应用,必须研究其收敛性,这个课题有长久的历史,形成了数学分析中吸引包括许多著名数学家在内的学者研究的一条热烈但困难的主流.其中,在三角级数(Fourier级数)一致收敛性和平均收敛性问题中人们一... 为了对Fourier级数进行近似计算和有效应用,必须研究其收敛性,这个课题有长久的历史,形成了数学分析中吸引包括许多著名数学家在内的学者研究的一条热烈但困难的主流.其中,在三角级数(Fourier级数)一致收敛性和平均收敛性问题中人们一直关心Fourier系数的单调递减条件最终的推广.这个开始于英国Chaundy-Jollife(1916年)和Young(1913年)的工作最近出现了突破性的进展,产生了许多完善的结果.本文将对这方面的历史、发展给出综述,并重点介绍最近的应用成果,并对以后的工作给出研究思路和线索. 展开更多
关键词 单调性 有界变差 均值 FOURIER级数 收敛性
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基于共轭梯度法的快速Mean Shift图像分割 被引量:3
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作者 李艳灵 沈轶 《光电工程》 CAS CSCD 北大核心 2009年第8期94-99,共6页
针对均值漂移算法收敛速度较慢的问题,本文提出了基于共轭梯度的快速均值漂移算法,并将其用于图像分割。该算法利用共轭梯度法简便,存储需求小,收敛速度介于最速下降法和牛顿法之间,具有较好的全局收敛性和较快的收敛速度的特点,通过交... 针对均值漂移算法收敛速度较慢的问题,本文提出了基于共轭梯度的快速均值漂移算法,并将其用于图像分割。该算法利用共轭梯度法简便,存储需求小,收敛速度介于最速下降法和牛顿法之间,具有较好的全局收敛性和较快的收敛速度的特点,通过交替执行均值漂移算法和共轭梯度算法提高经典均值漂移算法的收敛速度。对合成图像和真实图像的实验结果表明了新算法不但提高了经典均值漂移算法的速度,而且在进行图像分割时保持了良好的分割结果。 展开更多
关键词 图像分割 均值漂移 共轭梯度算法 收敛性
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关于拟Grünwald插值算子的收敛性 被引量:3
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作者 陈志祥 周颂平 《宝鸡文理学院学报(自然科学版)》 CAS 2001年第4期251-252,261,共3页
就一种拟 Grünwald插值多项式 G*n (f ,x)的几种收敛性进行了讨论 ,证明了在 C[- 1,1] 上它是点态收敛和 Lp(p >0 )平均收敛的 ,但非一致收敛。
关键词 CHEBYSHEV多项式 平均收敛 点态收敛 拟Gruenwald插值多项式 收敛算子 收敛性
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