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基于正交多项式函数的神经网络及其性质研究 被引量:16
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作者 吴小俊 王士同 +1 位作者 杨静宇 曹奇英 《计算机工程与应用》 CSCD 北大核心 2002年第9期25-26,94,共3页
神经网络的非线性逼近能力的研究是神经网络研究中的一个热点问题。该文提出了基于正交多项式函数的神经网络构造理论,以此为基础提出了基于正交多项式函数的神经网络的构造方法,利用Stone-Weierstrass定理从理论上证明了基于正交多项... 神经网络的非线性逼近能力的研究是神经网络研究中的一个热点问题。该文提出了基于正交多项式函数的神经网络构造理论,以此为基础提出了基于正交多项式函数的神经网络的构造方法,利用Stone-Weierstrass定理从理论上证明了基于正交多项式函数的神经网络具有能以任意精度逼近任意紧集上的连续函数的全局逼近性质,最后,提出了基于正交多项式函数的神经网络的选择和评价方法,研究表明,在一定条件下,当选择Chebyshev多项式时,所构造出的神经网络性能最优。 展开更多
关键词 神经网络 函数逼近 广义Fourier级数 逼近能力 多项式函数 性质
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基于正交多项式的核函数性质研究 被引量:5
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作者 田萌 王文剑 《模式识别与人工智能》 EI CSCD 北大核心 2014年第5期385-393,共9页
核函数及其参数的选择是支持向量机(SVM)研究中的一个核心问题.正交多项式的正交性和可变性使其可以构造通用核函数以代替多项式核、高斯核等常用核函数.基于正交多项式构造核函数的参数仅在自然数中取值,因而能较大地简化核参数的选择... 核函数及其参数的选择是支持向量机(SVM)研究中的一个核心问题.正交多项式的正交性和可变性使其可以构造通用核函数以代替多项式核、高斯核等常用核函数.基于正交多项式构造核函数的参数仅在自然数中取值,因而能较大地简化核参数的选择.分析基于切比雪夫多项式、埃尔米特多项式、勒让德多项式及拉盖尔多项式构造的6类正交多项式核函数的性质,并在多个数据集上对比这些核函数的鲁棒性和泛化性,所得结论可为选择这些核函数进行支持向量分类提供理论依据和技术支持. 展开更多
关键词 支持向量机(SVM) 核选择 多项式函数
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关于正系数多项式导数的点态不等式
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作者 周颂平 《松辽学刊(自然科学版)》 1995年第4期35-37,共3页
本文讨论正系数多项式导致的点态不等式,我们建立以下的定理定理若f(x)∈Ⅱ,则有其中H是n次正系数多项式的全体,
关键词 正函数多项式 不等式 多项式 导数 点态不等式
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NORMALITY AND THE NUMBER OF ZEROS
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作者 WANG Guang-sheng WEI Dong-mei XU Yan 《数学杂志》 2024年第5期377-382,共6页
In this paper,we study normal families of meromorphic functions.By using the idea in[11],we obtain some normality criteria for families of meromorphic functions that concern the number of zeros of the differential pol... In this paper,we study normal families of meromorphic functions.By using the idea in[11],we obtain some normality criteria for families of meromorphic functions that concern the number of zeros of the differential polynomial,which extends the related result of Li,and Chen et al..An example is given to show that the hypothesis on the zeros of a(z)is necessary. 展开更多
关键词 Meromorphic function normal family differential polynomial ZERO
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On Miranda's Normal Criterion
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作者 仇惠玲 《Journal of Southeast University(English Edition)》 EI CAS 2002年第3期274-276,共3页
In this paper, we study the normality of a family of analytic functions and prove the following theorem. Let F be a family of analytic functions in a domain D , k be a positive integer and a(z) , a 1(z) , a 2(z) , ...... In this paper, we study the normality of a family of analytic functions and prove the following theorem. Let F be a family of analytic functions in a domain D , k be a positive integer and a(z) , a 1(z) , a 2(z) , ... , a k(z) be analytic in D such that a(z)0 . If f(z)≠0 and the zeros of f (k) (z)+a 1(z)f (k-1) (z)+...+a k(z)f(z)-a(z) are of multiplicity at least 2 for each f∈F , then F is normal in D . This result improves Miranda s norm... 展开更多
关键词 entire function analytic function NORMALITY differential polynomial
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A Note on Special Functions Related to Lotka / Negative Volterra Equations
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作者 Takashi Fujiwara 《Journal of Mathematics and System Science》 2017年第7期186-197,共12页
We study special functions related to Lotka-Volterra equations and negative Volterra equation intro-duced from zero curvature representations . At first we show the relationships between Lotka-Volterra equations intro... We study special functions related to Lotka-Volterra equations and negative Volterra equation intro-duced from zero curvature representations . At first we show the relationships between Lotka-Volterra equations introduced from zero curvature representations and symmetric orthogonal polynomials. Sec-ondarily, we describe the relationships between negative Volterra equations with a special solutions and cylinder functions. 展开更多
关键词 Lotka-Volterra equations Negative Volterra equations symmetric orthogonal polynomials cylinder functions three term recurrences
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On Approximation of Nonbounded Continuous Functions
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作者 ZHENGCheng-de WANGRen-hong 《Chinese Quarterly Journal of Mathematics》 CSCD 2003年第1期44-48,共5页
This paper generalizes the basic principle of multiplier-enlargement approach to approximating any nonbounded continuous functions with positive linear operators, and as an example, Bernstein polynomial operators are ... This paper generalizes the basic principle of multiplier-enlargement approach to approximating any nonbounded continuous functions with positive linear operators, and as an example, Bernstein polynomial operators are analysed and studied. This paper gives a certain theorem as a general rule to approximate any nonbounded continuous functions. 展开更多
关键词 positive linear operator approximation of nonbounded continuous function method of multiplier-enlargement Bernstein polynomial operator
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HARMONIC FUNCTIONS ON A COMPLETE NONCOMPACT MANIFOLD WITH ASYMPTOTICALLY NONNEGATIVE CURVATURE 被引量:5
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作者 ZHOUCHAOHUI CHENZHIHUA 《Chinese Annals of Mathematics,Series B》 SCIE CSCD 2004年第4期523-532,共10页
The authors prove the space of harmonic functions with polynomial growth of a fixed rate on a complete noncompact Riemannian manifold with asymptotically nonnegative curvature is finite dimensional.
关键词 Harmonic function Asymptotically nonnegative curvature Polynomial growth
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LOCAL WELL-POSEDNESS AND ILL-POSEDNESS ON THE EQUATION OF TYPE □u= u^k(u)~α 被引量:1
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作者 FANGDAOYUAN WANGCHENGBO 《Chinese Annals of Mathematics,Series B》 SCIE CSCD 2005年第3期361-378,共18页
This paper undertakes a systematic treatment of the low regularity local well-posedness and ill-posedness theory in H3 and Hs for semilinear wave equations with polynomial nonlinearity in u and (?)u. This ill-posed re... This paper undertakes a systematic treatment of the low regularity local well-posedness and ill-posedness theory in H3 and Hs for semilinear wave equations with polynomial nonlinearity in u and (?)u. This ill-posed result concerns the focusing type equations with nonlinearity on u and (?)tu. 展开更多
关键词 Semilinear wave equation Low regularity Local well-posedness ILL-POSEDNESS
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