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高斯过程回归方法综述 被引量:183
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作者 何志昆 刘光斌 +1 位作者 赵曦晶 王明昊 《控制与决策》 EI CSCD 北大核心 2013年第8期1121-1129,1137,共10页
高斯过程回归是基于贝叶斯理论和统计学习理论发展起来的一种全新机器学习方法,适于处理高维数、小样本和非线性等复杂回归问题.在阐述该方法原理的基础上,分析了其存在的计算量大、噪声必须服从高斯分布等问题,给出了改进方法.与神经... 高斯过程回归是基于贝叶斯理论和统计学习理论发展起来的一种全新机器学习方法,适于处理高维数、小样本和非线性等复杂回归问题.在阐述该方法原理的基础上,分析了其存在的计算量大、噪声必须服从高斯分布等问题,给出了改进方法.与神经网络和支持向量机相比,该方法具有容易实现、超参数自适应获取以及输出具有概率意义等优点,方便与预测控制、自适应控制、贝叶斯滤波等相结合.最后总结了其应用情况并展望了未来发展方向. 展开更多
关键词 高斯过程回归 机器学习 函数空间 协方差矩阵 近似法 不确定度
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不完整Vague决策表中的近似集学习方法 被引量:35
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作者 马志锋 邢汉承 郑晓妹 《计算机研究与发展》 EI CSCD 北大核心 2000年第9期1050-1057,共8页
含糊性和不可分辨性构成了决策表中不确定性的两个不同侧面 .Vague集作为当前模糊信息处理中的一个新兴研究课题 ,它具有强大的表达不精确数据的能力 ,然而针对它的学习方法却未见报导 ,大多数现有针对Vague集的研究仍集中于对其本身性... 含糊性和不可分辨性构成了决策表中不确定性的两个不同侧面 .Vague集作为当前模糊信息处理中的一个新兴研究课题 ,它具有强大的表达不精确数据的能力 ,然而针对它的学习方法却未见报导 ,大多数现有针对Vague集的研究仍集中于对其本身性质的讨论 .在介绍 Vague集的有关概念的基础上 ,借鉴了粗糙集合中有关近似集的概念 ,特别对不完整 Vague决策表中的学习机制作了研究 ,解决了数据描述不精确时的学习问题 .所给出的两个算法分别适用于决策属性具有精确与 Vague取值的情形 . 展开更多
关键词 不完整Vague决策表 机器学习 近似集 人工智能
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JACOBI SPECTRAL APPROXIMATIONS TO DIFFERENTIALEQUATIONS ON THE HALF LINE 被引量:10
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作者 Ben-yu Guo(Department of Mathematics, Shanghai Normal University, Shanghai 200234, China)(COM2MAC, Pohang University of Science and Technology, Pohang, Korea) 《Journal of Computational Mathematics》 SCIE EI CSCD 2000年第1期95-112,共18页
Presents a study which investigated some Jacobi approximations which are used for numerical solutions of differential equations on the half line. Application of the approximations to problems on unbounded domains; Alg... Presents a study which investigated some Jacobi approximations which are used for numerical solutions of differential equations on the half line. Application of the approximations to problems on unbounded domains; Algorithm to prove the stability and convergence of the approximations. 展开更多
关键词 Jacobi spectral approximations differential equations on the half line stability and convergence
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A Celestial Analytic Positioning Method by Stellar Horizon Atmospheric Refraction 被引量:13
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作者 王新龙 马闪 《Chinese Journal of Aeronautics》 SCIE EI CAS CSCD 2009年第3期293-300,共8页
This article, in allusion to the limitation of conventional stellar horizon atmospheric refraction based on orbital dynamics model and nonlinear Kalman filter in practical applications, proposes a new celestial analyt... This article, in allusion to the limitation of conventional stellar horizon atmospheric refraction based on orbital dynamics model and nonlinear Kalman filter in practical applications, proposes a new celestial analytic positioning method by stellar horizon atmospheric refraction for high-altitude flight vehicles, such as spacecraft, airplanes and ballistic missiles. First, by setting up the geometric connexion among the flight vehicle, the Earth and the altitude of starlight refraction, an expression for t... 展开更多
关键词 navigation systems SENSORS atmospheric optics mathematical models least squares approximations
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ON NUMEROV SCHEME FOR NONLINEAR TWO-POINTS BOUNDARY VALUE PROBLEM 被引量:9
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作者 Wang, YM Guo, BY 《Journal of Computational Mathematics》 SCIE EI CSCD 1998年第4期345-351,351-356,共13页
Nonlinear Jacobi iteration and nonlinear Gauss-Seidel iteration are proposed to solve the famous Numerov finite difference scheme for nonlinear two-points boundary value problem. The concept of supersolutions and subs... Nonlinear Jacobi iteration and nonlinear Gauss-Seidel iteration are proposed to solve the famous Numerov finite difference scheme for nonlinear two-points boundary value problem. The concept of supersolutions and subsolutions for nonlinear algebraic systems are introduced. By taking such solutions as initial values, the above two iterations provide monotone sequences, which fend to the solutions of Numerov scheme at geometric convergence rates. The global existence and uniqueness of solution of Numerov scheme are discussed also. The numerical results show the advantages of these two iterations. 展开更多
关键词 nonlinear two-points boundary value problem new iterations for Nomerov scheme monotone approximations
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On the diophantine equation X^2-(1+a^2)Y^4 =-2a 被引量:7
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作者 YUAN PingZhi 1 & ZHANG ZhongFeng 2 1 School of Mathematics,South China Normal University,Guangzhou 510631,China 2 School of Mathematics & Computational Science,Sun Yat-Sen University,Guangzhou 510275,China 《Science China Mathematics》 SCIE 2010年第8期2143-2158,共16页
Let a≥1 be an integer.In this paper,we will prove the equation in the title has at most three positive integer solutions.
关键词 algebraic approximations continued FRACTIONS ELLIPTIC curves QUARTIC equations
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Product Approximation of Grade and Precision 被引量:6
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作者 张贤勇 莫智文 《Journal of Electronic Science and Technology of China》 CAS 2005年第3期276-279,283,共5页
The normal graded approximation and variable precision approximation are defined in approximate space. The relationship between graded approximation and variable precision approximation is studied, and an important fo... The normal graded approximation and variable precision approximation are defined in approximate space. The relationship between graded approximation and variable precision approximation is studied, and an important formula of conversion between them is achieved The product approximation of grade and precision is defined and its basic properties are studied. 展开更多
关键词 rough sets approximation operators operators of approximations graded rough sets variable precision rough sets
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Feature Representations Using the Reflected Rectified Linear Unit(RReLU) Activation 被引量:8
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作者 Chaity Banerjee Tathagata Mukherjee Eduardo Pasiliao Jr. 《Big Data Mining and Analytics》 2020年第2期102-120,共19页
Deep Neural Networks(DNNs)have become the tool of choice for machine learning practitioners today.One important aspect of designing a neural network is the choice of the activation function to be used at the neurons o... Deep Neural Networks(DNNs)have become the tool of choice for machine learning practitioners today.One important aspect of designing a neural network is the choice of the activation function to be used at the neurons of the different layers.In this work,we introduce a four-output activation function called the Reflected Rectified Linear Unit(RRe LU)activation which considers both a feature and its negation during computation.Our activation function is"sparse",in that only two of the four possible outputs are active at a given time.We test our activation function on the standard MNIST and CIFAR-10 datasets,which are classification problems,as well as on a novel Computational Fluid Dynamics(CFD)dataset which is posed as a regression problem.On the baseline network for the MNIST dataset,having two hidden layers,our activation function improves the validation accuracy from 0.09 to 0.97 compared to the well-known Re LU activation.For the CIFAR-10 dataset,we use a deep baseline network that achieves 0.78 validation accuracy with 20 epochs but overfits the data.Using the RRe LU activation,we can achieve the same accuracy without overfitting the data.For the CFD dataset,we show that the RRe LU activation can reduce the number of epochs from 100(using Re LU)to 10 while obtaining the same levels of performance. 展开更多
关键词 deep learning feature space approximations multi-output activations Rectified Linear Unit(ReLU)
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对象集变化时近似集动态维护的矩阵方法 被引量:8
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作者 王磊 李天瑞 +1 位作者 刘清 黎敏 《计算机研究与发展》 EI CSCD 北大核心 2013年第9期1992-2004,共13页
目前粗糙集模型中概念的上、下近似集的计算方法大多是基于静态信息系统的.而实际的信息系统是随时间动态变化的,通常包括对象集、属性集和属性值3种类型的粒度变化,这些变化必然引起概念近似集的动态变化.如何快速、有效地更新概念的... 目前粗糙集模型中概念的上、下近似集的计算方法大多是基于静态信息系统的.而实际的信息系统是随时间动态变化的,通常包括对象集、属性集和属性值3种类型的粒度变化,这些变化必然引起概念近似集的动态变化.如何快速、有效地更新概念的近似集是基于粗糙集的动态知识更新中的热点研究问题之一.而利用既有知识的增量式更新方法是一种有效的近似集动态更新方法.在信息系统动态变化的客观环境下,以矩阵作为表达和运算工具从一个全新的视角研究信息系统的论域随时间变化时,变精度粗糙集模型中概念的上、下近似集的增量式更新方法,并构造出近似集增量式更新的矩阵算法,随后分析了算法的时间复杂度。进一步,在MATLAB平台上开发出增量式更新和非增量式更新近似集的两种矩阵算法的程序,最后在UCI的6个数据集上测试了两种矩阵算法的性能并将实验结果进行比较,结果表明增量式更新的矩阵算法可行、简洁和高效. 展开更多
关键词 信息系统 变精度粗糙集 近似集 增量更新 矩阵
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DME Interference mitigation for L-DACS1 based on system identification and sparse representation 被引量:6
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作者 Li Douzhe Wu Zhijun 《Chinese Journal of Aeronautics》 SCIE EI CAS CSCD 2016年第6期1762-1773,共12页
L-band digital aeronautical communication system 1(L-DACS1) is a promising candidate data-link for future air-ground communication, but it is severely interfered by the pulse pairs(PPs) generated by distance measure e... L-band digital aeronautical communication system 1(L-DACS1) is a promising candidate data-link for future air-ground communication, but it is severely interfered by the pulse pairs(PPs) generated by distance measure equipment. A novel PP mitigation approach is proposed in this paper. Firstly, a deformed PP detection(DPPD) method that combines a filter bank, correlation detection, and rescanning is proposed to detect the deformed PPs(DPPs) which are caused by multiple filters in the receiver. Secondly, a finite impulse response(FIR) model is used to approximate the overall characteristic of filters, and then the waveform of DPP can be acquired by the original waveform of PP and the FIR model. Finally, sparse representation is used to estimate the position and amplitude of each DPP, and then reconstruct each DPP. The reconstructed DPPs will be subtracted from the contaminated signal to mitigate interference. Numerical experiments show that the bit error rate performance of our approach is about 5 dB better than that of recent works and is closer to interference-free environment. 展开更多
关键词 DME interference L-DACS1 Least square approximations Proximal gradient algorithm Sparse representation
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Numerical Study of the Vibrations of Beams with Variable Stiffness under Impulsive or Harmonic Loading
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作者 Moussa Sali Fabien Kenmogne +1 位作者 Jean Bertin Nkibeu Abdou Njifenjou 《World Journal of Engineering and Technology》 2024年第2期401-425,共25页
The behavior of beams with variable stiffness subjected to the action of variable loadings (impulse or harmonic) is analyzed in this paper using the successive approximation method. This successive approximation metho... The behavior of beams with variable stiffness subjected to the action of variable loadings (impulse or harmonic) is analyzed in this paper using the successive approximation method. This successive approximation method is a technique for numerical integration of partial differential equations involving both the space and time, with well-known initial conditions on time and boundary conditions on the space. This technique, although having been applied to beams with constant stiffness, is new for the case of beams with variable stiffness, and it aims to use a quadratic parabola (in time) to approximate the solutions of the differential equations of dynamics. The spatial part is studied using the successive approximation method of the partial differential equations obtained, in order to transform them into a system of time-dependent ordinary differential equations. Thus, the integration algorithm using this technique is established and applied to examples of beams with variable stiffness, under variable loading, and with the different cases of supports chosen in the literature. We have thus calculated the cases of beams with constant or variable rigidity with articulated or embedded supports, subjected to the action of an instantaneous impulse and harmonic loads distributed over its entire length. In order to justify the robustness of the successive approximation method considered in this work, an example of an articulated beam with constant stiffness subjected to a distributed harmonic load was calculated analytically, and the results obtained compared to those found numerically for various steps (spatial h and temporal τ ¯ ) of calculus, and the difference between the values obtained by the two methods was small. For example for ( h=1/8 , τ ¯ =1/ 64 ), the difference between these values is 17%. 展开更多
关键词 Successive approximations Method Direct Integration Differential Equations Beams of Variable Stiffness Quadratic Parabola Impulse and Harmonic Loads
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GGA + U Study of the Optical Properties of α-BeH2
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作者 Uko Ofe 《Open Journal of Applied Sciences》 2024年第6期1507-1511,共5页
The optical properties of α-BeH2 in an Orthorhombic crystal structure with the space group (Ibam) are investigated. We have calculated the optical properties including dielelectric function, refractive index and exti... The optical properties of α-BeH2 in an Orthorhombic crystal structure with the space group (Ibam) are investigated. We have calculated the optical properties including dielelectric function, refractive index and extinction coefficient, using density functional approach. A theoretical explanation of the relationship between the dielectric function and other optical constants has been provided. Furthermore, the real and imaginary components of the dielectric function have been examined. The effects of the exchange-correlation potentials (GGA and GGA + U) applied on this compound’s absorption peaks and edges have also been investigated. It was found that using the GGA + U approximation caused the conduction band to shift, which in turn caused the initial absorption peak to shift. 展开更多
关键词 Dielectric Function Optical Properties GGA and GGA + U approximations
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On the Navier-Stokes Equations for Exothermically Reacting Compressible Fluids 被引量:6
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作者 David Hoff Konstantina Trivisa 《Acta Mathematicae Applicatae Sinica》 SCIE CSCD 2002年第1期15-36,共22页
We analyze mathematical models governing planar flow of chemical reaction from unburnt gases to burnt gases in certain physical regimes in which diffusive effects such as viscosity and heat conduction are significant.... We analyze mathematical models governing planar flow of chemical reaction from unburnt gases to burnt gases in certain physical regimes in which diffusive effects such as viscosity and heat conduction are significant. These models can be then formulated as the Navier-Stokes equations for exothermically reacting compressible fluids. We first establish the existence and dynamic behavior, including stability, regularity, and large-time behavior, of global discontinuous solutions of large oscillation to the Navier-Stokes equations with constant adiabatic exponent γ and specific heat Cv. Our approach for the existence and regularity is to combine the difference approximation techniques with the energy methods, total variation estimates, and weak convergence arguments to deal with large jump discontinuities; and for large-time behavior is an a posteriori argument directly from the weak form of the equations. The approach and ideas we develop here can be applied to solving a more complicated model where γand cv vary as the phase changes; and we then describe this model in detail and contrast the results on the asymptotic behavior of the solutions of these two different models. We also discuss other physical models describing dynamic combustion. 展开更多
关键词 Global discontinuous solutions discontinuous initial data large oscillation evolution of large jump discontinuities asymptotic behavior combustion Navier-Stokes equations difference approximations energy estimates total variation estim
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任意槽形螺旋槽慢波结构的色散方程 被引量:3
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作者 魏彦玉 王文祥 +2 位作者 宫玉彬 孙嘉鸿 周鹏 《电子学报》 EI CAS CSCD 北大核心 2000年第7期88-90,87,共4页
在本文的分析中 ,将任意槽形的螺旋槽的连续轮廓近似用一系列相连的矩形阶梯代替 ,利用各阶梯面上导纳的匹配 ,以及槽与中心互作用区边界场的连续和区配条件 ,获得了任意形状螺旋槽慢波结构的色散方程 :同时加工制作了一半圆形螺旋槽模... 在本文的分析中 ,将任意槽形的螺旋槽的连续轮廓近似用一系列相连的矩形阶梯代替 ,利用各阶梯面上导纳的匹配 ,以及槽与中心互作用区边界场的连续和区配条件 ,获得了任意形状螺旋槽慢波结构的色散方程 :同时加工制作了一半圆形螺旋槽模型 。 展开更多
关键词 螺旋槽 慢波线 色散方程 行波管
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Weight-based shape modification of NURBS curves by constrained optimization 被引量:4
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作者 王志国 周来水 王小平 《Journal of Southeast University(English Edition)》 EI CAS 2004年第4期458-462,共5页
A new method for shape modification of non-uniform rational B-splines (NURBS) curves was presented, which was based on constrained optimization by means of altering the corresponding weights of their control points. U... A new method for shape modification of non-uniform rational B-splines (NURBS) curves was presented, which was based on constrained optimization by means of altering the corresponding weights of their control points. Using this method, the original NURBS curve was modified to satisfy the specified geometric constraints, including single point and multi-point constraints. With the introduction of free parameters, the shapes of modified NURBS curves could be further controlled by users without destroying geometric constraints and seem more naturally. Since explicit formulae were derived to compute new weights of the modified curve, the method was simple and easy to program. Practical examples showed that the method was applicable for computer aided design (CAD) system. 展开更多
关键词 Computational geometry Computer aided design Computer graphics Curve fitting Least squares approximations
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PIECEWISE RATIONAL APPROXIMATIONS OF REAL ALGEBRAIC CURVES 被引量:7
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作者 Bajaj, CL Xu, GL 《Journal of Computational Mathematics》 SCIE CSCD 1997年第1期55-71,共17页
We use a combination of both algebraic and numerical techniques to construct a C-1-continuous, piecewise (m, n) rational epsilon-approximation of a real algebraic plane curve of degree d. At singular points we use the... We use a combination of both algebraic and numerical techniques to construct a C-1-continuous, piecewise (m, n) rational epsilon-approximation of a real algebraic plane curve of degree d. At singular points we use the classical Weierstrass Preparation Theorem and Newton power series factorizations, based on the technique of Hensel lifting. These, together with modified rational Pade approximations, are used to efficiently construct locally approximate, rational parametric representations for all real branches of an algebraic plane curve. Besides singular points we obtain an adaptive selection of simple points about which the curve approximations yield a small number of pieces yet achieve C-1 continuity between pieces. The simpler cases of C-1 and C-0 continuity are also handled in a similar manner. The computation of singularity, the approximation error bounds and details of the implementation of these algorithms are also provided. 展开更多
关键词 MATH ACM PIECEWISE RATIONAL approximations OF REAL ALGEBRAIC CURVES DESIGN der
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Operators of Approximations and Approximate Power Set Spaces 被引量:5
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作者 张贤勇 莫智文 舒兰 《Journal of Electronic Science and Technology of China》 CAS 2004年第2期94-96,共3页
Boundary inner and outer operators are introduced, and union, intersection, complement operators of approximations are redefined. The approximation operators have a good property of maintaining union, intersection, co... Boundary inner and outer operators are introduced, and union, intersection, complement operators of approximations are redefined. The approximation operators have a good property of maintaining union, intersection, complement operators, so the rough set theory has been enriched from the operator-oriented and set-oriented views. Approximate power set spaces are defined, and it is proved that the approximation operators are epimorphisms from power set space to approximate power set spaces. Some basic properties of approximate power set space are got by epimorphisms in contrast to power set space. 展开更多
关键词 rough sets approximation operators operators of approximations power set space approximate power set spaces
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Nonlinear Extrapolation Estimates of π
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作者 Wen-qing Xu Sha-sha Wang Da-chuan Xu 《Acta Mathematicae Applicatae Sinica》 SCIE CSCD 2024年第1期91-108,共18页
The classical Archimedean approximation of π uses the semiperimeter or area of regular polygons inscribed in or circumscribed about a unit circle in R~2 and it is well-known that by using linear combinations of these... The classical Archimedean approximation of π uses the semiperimeter or area of regular polygons inscribed in or circumscribed about a unit circle in R~2 and it is well-known that by using linear combinations of these basic estimates,modern extrapolation techniques can greatly speed up the approximation process.Similarly,when n vertices are randomly selected on the circle,the semiperimeter and area of the corresponding random inscribed and circumscribing polygons are known to converge to π almost surely as n→∞,and by further applying extrapolation processes,faster convergence rates can also be achieved through similar linear combinations of the semiperimeter and area of these random polygons.In this paper,we further develop nonlinear extrapolation methods for approximating π through certain nonlinear functions of the semiperimeter and area of such polygons.We focus on two types of extrapolation estimates of the forms χ_n=S_n~αA_n~β and Y_n(p)=(αS_n~p+βA_n~p)~(1/p) where α+β=1,p≠0,and Sn and An respectively represents the semiperimeter and area of a random n-gon inscribed in the unit circle in R~2,and Xn may be viewed as the limit of Y_n(p) when p→0.By deriving probabilistic asymptotic expansions with carefully controlled error estimates for Xn and Y_n(p),we show that the choice α=4/3,β=-1/3 minimizes the approximation error in both cases,and their distributions are also asymptotically normal. 展开更多
关键词 Archimedean polygons random polygons approximations ofπ extrapolation processes asymptotic convergence
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Trotter–Kato Approximations of Impulsive Neutral SPDEs in Hilbert Spaces
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作者 Ming LIU Xia ZHANG Ling Fei DAI 《Acta Mathematica Sinica,English Series》 SCIE CSCD 2024年第5期1229-1243,共15页
This paper studies a class of impulsive neutral stochastic partial differential equations in real Hilbert spaces.The main goal here is to consider the Trotter-Kato approximations of mild solutions of such equations in... This paper studies a class of impulsive neutral stochastic partial differential equations in real Hilbert spaces.The main goal here is to consider the Trotter-Kato approximations of mild solutions of such equations in the pth-mean(p≥2).As an application,a classical limit theorem on the dependence of such equations on a parameter is obtained.The novelty of this paper is that the combination of this approximating system and such equations has not been considered before. 展开更多
关键词 Impulsive neutral stochastic partial diferential equation Trotter-Kato approximations classical limit theorem
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基于置信优势关系粗糙集的近似集动态更新方法 被引量:6
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作者 苟光磊 王国胤 《控制与决策》 EI CSCD 北大核心 2016年第6期1027-1031,共5页
置信优势关系粗糙集是处理不完备有序信息的重要模型,上、下近似集的计算是核心内容之一.在实际应用中,属性集通常会发生变化.根据属性集的增加或减少,首先讨论置信优势类及劣势类变化情况,随之给出上、下近似集增量式的变化规律,提出... 置信优势关系粗糙集是处理不完备有序信息的重要模型,上、下近似集的计算是核心内容之一.在实际应用中,属性集通常会发生变化.根据属性集的增加或减少,首先讨论置信优势类及劣势类变化情况,随之给出上、下近似集增量式的变化规律,提出相应的近似集动态更新方法.通过Matlab在UCI数据集上的实验结果表明,与非增量式方法相比,所提出的置信优势关系粗糙集下的上、下近似集的增量式更新方法可行、高效. 展开更多
关键词 置信优势关系 增量更新 近似集 粗糙集
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