期刊文献+
共找到251篇文章
< 1 2 13 >
每页显示 20 50 100
HIGHER ORDER SINGULAR INTEGRAL EQUATIONS ON COMPLEX HYPERSPHERE 被引量:3
1
作者 陈吕萍 钟同德 《Acta Mathematica Scientia》 SCIE CSCD 2010年第5期1785-1792,共8页
A theory of a class of higher order singular integral under the operator (L f) (u) =[u1 σf/σu1(u) - u1σf/σu1(u) + f(u)] is given. We transform the higher order singular integral to a usual Cauchy integr... A theory of a class of higher order singular integral under the operator (L f) (u) =[u1 σf/σu1(u) - u1σf/σu1(u) + f(u)] is given. We transform the higher order singular integral to a usual Cauchy integral, extend the permutation formula of the higher order singular integral deduced by Qian and Zhong in [4] to a general case, and discuss the regularization problem of the higher order singular integral equations with Cauchy kernel and variable coefficients on complex hypersphere. 展开更多
关键词 complex hypersphere Cauchy integral higher order singular integral Hadamard principal value permutation formula
在线阅读 下载PDF
Hypersphere World-Universe Model. Tribute to Classical Physics 被引量:6
2
作者 Vladimir S. Netchitailo 《Journal of High Energy Physics, Gravitation and Cosmology》 2018年第3期441-470,共30页
This manuscript summarizes the results of Classical Physics before Quantum Mechanics and Hypotheses proposed by classical physicists from the 17th until the beginning of 21st century. We then proceed to unify these re... This manuscript summarizes the results of Classical Physics before Quantum Mechanics and Hypotheses proposed by classical physicists from the 17th until the beginning of 21st century. We then proceed to unify these results into a single coherent picture in frames of the developed Hypersphere World-Universe Model (WUM). The Model proposes 5 types of Dark Matter particles and predicts their masses;models the origin, evolution, and structure of the World and Macroobjects;provides a mathematical framework that ties together a number of Fundamental constants and allows for direct calculation of their values. 展开更多
关键词 Classical Physics hypersphere World-Universe Model Medium of the World Dark Matter Particles Gravitoelectromagnetism COSMIC NEUTRINO Background Macroobjects Structure Emergent Phenomena Q-Dependent COSMOLOGICAL Parameters
在线阅读 下载PDF
Bipartite Threshold Multi-Secret Sharing Scheme Based on Hypersphere 被引量:1
3
作者 Bin Li 《American Journal of Computational Mathematics》 2019年第4期207-220,共14页
To address the problem that existing bipartite secret sharing scheme is short of dynamic characteristic, and to solve the problem that each participant can only use secret share once, this paper proposed a bipartite (... To address the problem that existing bipartite secret sharing scheme is short of dynamic characteristic, and to solve the problem that each participant can only use secret share once, this paper proposed a bipartite (n1+n2, m1+m2)-threshold multi-secret sharing scheme which combined cryptography and hypersphere geometry. In this scheme, we introduced a bivariate function and a coordinate function over finite field Zp to calculate the derived points of secret share, which can reconstruct the shared secrets by producing the intersection point of hypernormal plane and normal line on the hypertangent plane. At the initial stage the secret dealer distributes to each participant a secret share that can be kept secret based on the intractability of discrete logarithm problem and need not be changed with updating the shared secrets.Each cooperative participant only needs to submit a derived point calculated from the secret share without exposing this secret share during the process of reconstructing the shared secret. Analyses indicate that the proposed scheme is not only sound and secure because of hypersphere geometric properties and the difficulty of discrete logarithm problem, but also efficient because of its well dynamic behavior and the invariant secret share. Therefore, this bipartite threshold multi-secret sharing scheme is easy to implement and is applicable in practical settings. 展开更多
关键词 BIPARTITE THRESHOLD Multi-Secret SHARING hypersphere Hypernormal PLANE Hypertangent PLANE
在线阅读 下载PDF
Mathematical Overview of Hypersphere World-Universe Model 被引量:6
4
作者 Vladimir S. Netchitailo 《Journal of High Energy Physics, Gravitation and Cosmology》 2017年第3期415-437,共23页
The Hypersphere World-Universe Model (WUM) provides a mathematical framework that allows calculating the primary cosmological parameters of the World which are in good agreement with the most recent measurements and o... The Hypersphere World-Universe Model (WUM) provides a mathematical framework that allows calculating the primary cosmological parameters of the World which are in good agreement with the most recent measurements and observations. WUM explains the experimental data accumulated in the field of Cosmology and Astroparticle Physics over the last decades: the age of the World and critical energy density;the gravitational parameter and Hubble’s parameter;temperatures of the cosmic microwave background radiation and the peak of the far-infrared background radiation;the concentration of intergalactic plasma and time delay of Fast Radio Bursts. Additionally, the model predicts masses of dark matter particles, photons, and neutrinos;proposes new types of particle interactions (Super Weak and Extremely Weak);shows inter-connectivity of primary cosmological parameters of the World. WUM proposes to introduce a new fundamental parameter Q in the CODATA internationally recommended values. This paper is the summary of the mathematical results obtained in [1]-[4]. 展开更多
关键词 hypersphere World-Universe Model Primary COSMOLOGICAL Parameters Medium of the World Macroobjects Structure Gravitoelectromagnetism Dark Matter Particles Intergalactic Plasma Microwave BACKGROUND RADIATION FAR-INFRARED BACKGROUND RADIATION Fast Radio BURSTS Emergent Phenomena CODATA
在线阅读 下载PDF
A NEW HYPERSPHERE SUPPORT VECTOR MACHINE ALGORITHM 被引量:2
5
作者 Zhang Xinfeng Shen Lansun 《Journal of Electronics(China)》 2006年第4期614-617,共4页
The hypersphere support vector machine is a new algorithm in pattern recognition. By studying three kinds of hypersphere support vector machines, it is found that their solutions are identical and the margin between t... The hypersphere support vector machine is a new algorithm in pattern recognition. By studying three kinds of hypersphere support vector machines, it is found that their solutions are identical and the margin between two classes of samples is zero or is not unique. In this letter, a new kind of hypersphere support vector machine is proposed. By introducing a parameter n(n>1), a unique solution of the margin can be obtained. Theoretical analysis and experimental results show that the proposed algorithm can achieve better generaliza-tion performance. 展开更多
关键词 hypersphere support vector machine MARGIN Generalization performance
在线阅读 下载PDF
Overview of Hypersphere World-Universe Model 被引量:14
6
作者 Vladimir S. Netchitailo 《Journal of High Energy Physics, Gravitation and Cosmology》 2016年第4期593-632,共40页
This paper provides an overview of the Hypersphere World-Universe Model (WUM). WUM unifies and simplifies existing cosmological models and results into a single coherent picture, and proceeds to discuss the origin, ev... This paper provides an overview of the Hypersphere World-Universe Model (WUM). WUM unifies and simplifies existing cosmological models and results into a single coherent picture, and proceeds to discuss the origin, evolution, structure, ultimate fate, and primary parameters of the World. WUM explains the experimental data accumulated in the field of Cosmology and Astroparticle Physics over the last decades: the age of the world and critical energy density;the gravitational parameter and Hubble’s parameter;temperatures of the cosmic microwave background radiation and the peak of the far-infrared background radiation;gamma-ray background and cosmic neutrino background;macrostructure of the world and macroobjects structure. Additionally, the model makes predictions pertaining to masses of dark matter particles, photons, and neutrinos, proposes new types of particle interactions (Super Weak and Extremely Weak), and shows inter-connectivity of primary cosmological parameters of the world and the rise of the solar luminosity during the last 4.6 Byr. The model proposes to introduce a new fundamental parameter Q in the CODATA internationally recommended values. 展开更多
关键词 hypersphere World-Universe Model Medium of the World Macroobjects Structure Gravitoelectromagnetism Dark Matter Particles Intergalactic Plasma Microwave Background Radiation Far-Infrared Background Radiation Gamma-Ray Background Radiation Cosmic Neutrino Background Q-Dependent Cosmological Parameters Emergent Phenomena Grand Unified Theory CODATA
在线阅读 下载PDF
Some Geometric Inequalities for the Radii of Escribed Hyperspheres of a Simplex
7
作者 杨世国 王文 《Chinese Quarterly Journal of Mathematics》 2015年第1期137-143,共7页
In this paper, we study the problems of geometric inequality for the radii of escribed hyperspheres of an n-dimensional simplex in Euclidean space En. Some new geometric inequalities for the radii of escribed hypersph... In this paper, we study the problems of geometric inequality for the radii of escribed hyperspheres of an n-dimensional simplex in Euclidean space En. Some new geometric inequalities for the radii of escribed hyperspheres of a simplex are established. 展开更多
关键词 SIMPLEX INRADIUS CIRCUMRADIUS radius of escribed hypersphere INEQUALITY
在线阅读 下载PDF
Hypersphere World-Universe Model: Basic Ideas 被引量:4
8
作者 Vladimir S. Netchitailo 《Journal of High Energy Physics, Gravitation and Cosmology》 2020年第4期710-752,共43页
Hypersphere World-Universe Model (WUM) envisions Matter carried from the Universe into the World from the fourth spatial dimension by Dark Matter Particles (DMPs). Luminous Matter is a byproduct of Dark Matter (DM) se... Hypersphere World-Universe Model (WUM) envisions Matter carried from the Universe into the World from the fourth spatial dimension by Dark Matter Particles (DMPs). Luminous Matter is a byproduct of Dark Matter (DM) self-annihilation. WUM introduces Dark Epoch (spanning from the Beginning of the World for 0.45 billion years) and Luminous Epoch (ever since for 13.77 billion years). Big Bang discussed in Standard Cosmology (SC) is, in our view, transition from Dark Epoch to Luminous Epoch due to Rotational Fission of Overspinning DM Supercluster’s Cores and self-annihilation of DMPs. WUM solves a number of physical problems in SC and Astrophysics through DMPs and their interactions: Angular Momentum problem in birth and subsequent evolution of Galaxies and Extrasolar systems;Fermi Bubbles—two large structures in gamma-rays and X-rays above and below Galactic center;Coronal Heating problem in solar physics—temperature of Sun’s corona exceeding that of photosphere by millions of degrees;Cores of Sun and Earth rotating faster than their surfaces;Diversity of Gravitationally-Rounded objects in Solar system and their Internal Heating. Model makes predictions pertaining to Rest Energies of DMPs, proposes New Type of their Interactions. WUM reveals Inter-Connectivity of Primary Cosmological Parameters and calculates their values, which are in good agreement with the latest results of their measurements. 展开更多
关键词 hypersphere World-Universe Model Law of Conservation of Angular Momentum Dark Epoch Rotational Fission Luminous Epoch Dark Matter Particles Self-Annihilation Macroobject Shell Model Dark Matter Core Medium of the World Dark Matter Fermi Bubbles Solar Corona GEOCORONA Planetary Corona Galactic Wind Solar Wind Gamma-Ray Bursts Gravitational Bursts Fast Radio Bursts Dark Matter Reactor Lightning Initiation Problem Terrestrial Gamma-Ray Flashes Missing Baryon Problem Energy-Varying Photons
在线阅读 下载PDF
Hypersphere support vector machines based on generalized multiplicative updates
9
作者 吴青 刘三阳 张乐友 《Journal of Shanghai University(English Edition)》 CAS 2008年第2期126-130,共5页
This paper proposes a novel hypersphere support vector machines (HSVMs) based on generalized multiplicative updates. This algorithm can obtain the boundary of hypersphere containing one class of samples by the descr... This paper proposes a novel hypersphere support vector machines (HSVMs) based on generalized multiplicative updates. This algorithm can obtain the boundary of hypersphere containing one class of samples by the description of the training samples from one class and use this boundary to classify the test samples. The generalized multiplicative updates are applied to solving boundary optimization progranmning. Multiplicative updates available are suited for nonnegative quadratic convex programming. The generalized multiplicative updates are derived to box and sum constrained quadratic programming in this paper. They provide an extremely straightforward way to implement support vector machines (SVMs) where all variables are updated in parallel. The generalized multiplicative updates converge monotonically to the solution of the maximum margin hyperplane. The experiments show the superiority of our new algorithm. 展开更多
关键词 hypersphere support vector machines (HSVMs) multiplicative updates sum and box constrained quadraticprogramming classification.
在线阅读 下载PDF
Hypersphere World-Universe Model 被引量:3
10
作者 Vladimir S. Netchitailo 《Journal of High Energy Physics, Gravitation and Cosmology》 2021年第2期915-941,共27页
Dirac’s themes were the unity and beauty of Nature. He identified three revolutions in modern physics: Relativity, Quantum Mechanics and Cosmology. In his opinion: “<i>The new cosmology will probably turn out ... Dirac’s themes were the unity and beauty of Nature. He identified three revolutions in modern physics: Relativity, Quantum Mechanics and Cosmology. In his opinion: “<i>The new cosmology will probably turn out to be philosophically even more revolutionary than relativity or the quantum theory, perhaps looking forward to the current bonanza in cosmology, where precise observations on some of the most distant objects in the universe are shedding light on the nature of reality, on the nature of matter and on the most advanced quantum theories</i>” [Farmelo, G. (2009) The Strangest Man. The Hidden Life of Paul Dirac, Mystic of the Atom. Basic Books, Britain, 661 p]. In 1937, Paul Dirac proposed the Large Number Hypothesis and the Hypothesis of the variable gravitational “constant”;and later added the notion of continuous creation of Matter in the World. The developed Hypersphere World-Universe Model (WUM) follows these ideas, albeit introducing a different mechanism of matter creation. In this paper, we show that WUM is a natural continuation of Classical Physics and it can already serve as a basis for a New Cosmology proposed by Paul Dirac. 展开更多
关键词 hypersphere World-Universe Model Law of Conservation of Angular Momentum Dark Epoch Rotational Fission Luminous Epoch Dark Matter Particles Macroobject Shell Model Dark Matter Core Medium of the World Dark Matter Fermi Bubbles Galactic Wind Solar Wind Gravitational Bursts Intergalactic Plasma Macroobjects Supremacy of Matter Gravitomagnetic parameter Impedance Energy Density Gravitational Parameter Hubble’s Parameter Temperature of Microwave Background Radiation Inter-Connectivity of Primary Cosmological Parameters Dark Matter Reactor
在线阅读 下载PDF
Hypersphere World-Universe Model: Evolution of the World 被引量:2
11
作者 Vladimir S. Netchitailo 《Journal of High Energy Physics, Gravitation and Cosmology》 2021年第2期508-530,共23页
The main objective of this paper is to discuss the Evolution of a 3D Finite World (that is a Hypersphere of a 4D Nucleus of the World) from the Beginning up to the present Epoch in frames of World-Universe Model (WUM)... The main objective of this paper is to discuss the Evolution of a 3D Finite World (that is a Hypersphere of a 4D Nucleus of the World) from the Beginning up to the present Epoch in frames of World-Universe Model (WUM). WUM is the only cosmological model in existence that is consistent with the Law of Conservation of Angular Momentum. To be consistent with this Fundamental Law, WUM introduces Dark Epoch (spanning from the Beginning of the World for 0.45 billion years) when only Dark Matter (DM) Macroobjects (MOs) existed, and Luminous Epoch (ever since for 13.77 billion years) when Luminous MOs emerged due to Rotational Fission of Overspinning DM Superclusters’ Cores and self-annihilation of Dark Matter Particles (DMPs). WUM envisions that DM is created by the Universe in the 4D Nucleus of the World. Dark Matter Particles (DMPs) carry new DM into the 3D Hypersphere World. Luminous Matter is a byproduct of DMPs self-annihilation. By analogy with 3D ball, which has two-dimensional sphere surface (that has surface energy), we can imagine that the 3D Hypersphere World has a “Surface Energy” of the 4D Nucleus. WUM solves a number of physical problems in contemporary Cosmology and Astrophysics through DMPs and their interactions: <b>Angular Momentum problem</b> in birth and subsequent evolution of Galaxies and Extrasolar systems—how do they obtain it;<b>Fermi Bubbles</b>—two large structures in gamma-rays and X-rays above and below Galactic center;<b>Missing Baryon problem</b> related to the fact that the observed amount of baryonic matter did not match theoretical predictions. WUM reveals <b>Inter-Connectivity of Primary Cosmological Parameters</b> and calculates their values, which are in good agreement with the latest results of their measurements. In 2013, WUM predicted the values of the following Cosmological parameters: gravitational, concentration of intergalactic plasma, and the minimum energy of photons, which were experimentally confirmed in 2015-2018. “<i>The Discovery of a Supermassive Compact Object at the Centre of Our Galaxy</i>” (Nobel Prize in Physics 2020) made by Prof. R. Genzel and A. Ghez is a confirmation of one of the most important predictions of WUM in 2013: “<i>Macroobjects of the World have cores made up of the discussed DM particles. Other particles, including DM and baryonic matter, form shells surrounding the cores</i>”. 展开更多
关键词 hypersphere World-Universe Model Law of Conservation of Angular Momentum Dark Epoch Rotational Fission Luminous Epoch Dark Matter Particles Macroobject Shell Model Dark Matter Core Medium of the World Dark Matter Fermi Bubbles Galactic Wind Solar Wind Gamma-Ray Bursts Gravitational Bursts Intergalactic Plasma Cosmological Time Solar Time Macroobjects Supremacy of Matter Gravitomagnetic Parameter Impedance Energy Density Gravitational Parameter Hubble’s Parameter Temperature of Microwave Background Radiation Inter-Connectivity of Primary Cosmological Parameters Dark Matter Reactor
在线阅读 下载PDF
ABOUT THE FOURIER TRANSFORMS OF NON-SMOOTH MEASURES ON HYPERSPHERES
12
作者 Sun Limin(Hangzhou University, China) 《Analysis in Theory and Applications》 1995年第1期10-15,共6页
If dμ is the Fourier transform of a smooth measure,dμ on the hypersphere Sn-1(n≥2)the there exists a constant C dependent only on n such that |dμ(y) |≤C(1+ |y |)-(n-1) /2 for all y∈Rn. In this paper, we show tha... If dμ is the Fourier transform of a smooth measure,dμ on the hypersphere Sn-1(n≥2)the there exists a constant C dependent only on n such that |dμ(y) |≤C(1+ |y |)-(n-1) /2 for all y∈Rn. In this paper, we show that the above statement is false for non-smooth measures. And we present the corresponding estimations far the Fourier transforms of certain non-smooth measures on Sn-1. 展开更多
关键词 ABOUT THE FOURIER TRANSFORMS OF NON-SMOOTH MEASURES ON hypersphereS
在线阅读 下载PDF
On the Physics inside a Closed,Static,Rotating Einsteinian Hypersphere in Due Consideration of the Galaxy 被引量:1
13
作者 Ernst Karl Kunst 《Natural Science》 2014年第11期897-961,共65页
Einstein’s weak equivalence principle suggests that gravity and acceleration (centrifugal force) are indistinguishable from each other and, therefore, equivalent. We maintain that they are not only equivalent, but ev... Einstein’s weak equivalence principle suggests that gravity and acceleration (centrifugal force) are indistinguishable from each other and, therefore, equivalent. We maintain that they are not only equivalent, but even identical, or to rephrase the main statement of this work: A gravitational force does not exist. Rather, gravity is a fictitious force, or, more pointedly: Gravity is the centrifugal force which acts upon material bodies within the rotating S3-hypersphere of the Universe. These in turn warp the adjacent space-fabric, shaping it to the well-known field geometry of general relativity. 展开更多
关键词 Cosmology hypersphere Cosmological Redshift Redshift by Deflection Redshift“Anomalies”of the Supernova Data “Dark Energy” CMB≡Enthropic Planck Radiation Gravity≡Diverted Centrifugal Force Time Mass and“Dark Matter” Foucault’s Law Raises Kicks of Gyros The Galaxy’s Former Position and Present Drift
在线阅读 下载PDF
Performance of Hyperspherical Harmonic Expansionon the Low-lying P and D States of Helium Atom
14
作者 WANG Yi-xuan, ZHUANG Bing-you and LIU Cheng-bu (School of Chemistry, Shandong University, Jinan 250100, China) (Department of Chemistry, Weifang College, Weifang 261043, China) 《Chemical Research in Chinese Universities》 SCIE CAS CSCD 2000年第4期351-355,共5页
The wave functions of the n1,3p (n=2, 3, 4) and the n 1,3D (n=3, 4, 5 ) low-lying states of the helium atom are expanded into the complete sets of the symmetrically adapted basis functions from hyperspherical harmonic... The wave functions of the n1,3p (n=2, 3, 4) and the n 1,3D (n=3, 4, 5 ) low-lying states of the helium atom are expanded into the complete sets of the symmetrically adapted basis functions from hyperspherical harmonic functions in the angle part and of generalized Laguerre functions in the radial part respectively, and are then augmented by the simplest type of Jastrow correlation factor to incorporate electron-nucleus cusp only. The excellent agreement between the present nonrelativistic eigen-energies and those from the sophisticated configuration interaction (CI) method for the examined states indicates that the hyperspherical harmonic method can also be applied to the P and the D excited states of the helium atom. 展开更多
关键词 hyperspherical coordinate Helium atom Excited state
在线阅读 下载PDF
ON THE HYPERSPHERICAL HARMONIC METHODTO THREE AND FOUR BODY NUCLEAR PROBLEMS
15
作者 金星南 《Acta Mathematica Scientia》 SCIE CSCD 1993年第4期469-476,共8页
In this paper, the hyperspherical harmonics used for solving the three and four body problems in nuclear physics are given. The equations of the adiabatic approximation to hyperspherical harmonic method are derived. S... In this paper, the hyperspherical harmonics used for solving the three and four body problems in nuclear physics are given. The equations of the adiabatic approximation to hyperspherical harmonic method are derived. Some properties of the hypernuclous Heare given as the illustrative example of the application of this method. 展开更多
关键词 BODY ON THE hyperspherICAL HARMONIC METHODTO THREE AND FOUR BODY NUCLEAR PROBLEMS
在线阅读 下载PDF
基于高斯混合聚类和改进条件变分自编码的多风电场功率日场景生成方法 被引量:2
16
作者 李丹 梁云嫣 +3 位作者 缪书唯 方泽仁 胡越 贺帅 《中国电力》 CSCD 北大核心 2024年第12期17-29,共13页
大量出力不确定的风电场并入电网会带来运行隐患和不可控风险,基于变分自编码器的场景生成模型方法能生成确定性场景集合以描述风电出力的不确定性。针对多风电场出力复杂的时空相关性以及在传统变分自编码器模型训练过程中可能存在的... 大量出力不确定的风电场并入电网会带来运行隐患和不可控风险,基于变分自编码器的场景生成模型方法能生成确定性场景集合以描述风电出力的不确定性。针对多风电场出力复杂的时空相关性以及在传统变分自编码器模型训练过程中可能存在的“KL坍缩”等问题,提出一种基于高斯混合聚类和改进条件变分自编码器的多风电场时空功率日场景生成方法。通过引入二维卷积技术提取时空相关性进行降维,并采用最大化最小夹角独立正则化技术,强化隐特征的独立性;采用超球面分布替代高斯分布,避免模型出现“KL坍缩”,提高模型场景生成训练的稳定性和准确性;另外,进一步考虑多风电场功率日场景的多样性和灵活性,引入高斯混合聚类技术,使模型可根据特定的条件标签生成具有差异化特征的确定性场景集。实际算例的结果表明,相较于常见方法,所提方法累积概率分布误差下降了17%~71%,时空相关性平均误差分别下降了85%~97%和55%~91%,且能精准生成不同风况类别占比的多风电场功率日场景集,提高了场景生成的多样性和灵活性。 展开更多
关键词 风电场景生成 高斯混合模型 特征提取 条件变分自编码器 超球面分布 正则化技术
在线阅读 下载PDF
Some Features of Hyperspherical Functins
17
作者 王安斌 《Chinese Quarterly Journal of Mathematics》 CSCD 1995年第1期24-33,共10页
Let P(a,a)n (z) be n-degree hyperspherical polinomials, Q(a,a)n (z) be the second stort of hyperspherical functions, Ea be an elipse on z-plane. In this paper, we found some inequalitys about P(a,a)n (z) and Q(a,a)n (... Let P(a,a)n (z) be n-degree hyperspherical polinomials, Q(a,a)n (z) be the second stort of hyperspherical functions, Ea be an elipse on z-plane. In this paper, we found some inequalitys about P(a,a)n (z) and Q(a,a)n (z) on z-plane, and gneralize inequality in paper [2] when a= 0 to when α≥0. In addition ,we also foundwo important expressions of the relation. 展开更多
关键词 hyperspherical polinomial hyperspherical FUNCTION Gegenbauer polinomial
全文增补中
不平衡数据集的自然邻域超球面过采样方法
18
作者 周玉 岳学震 +1 位作者 刘星 王培崇 《哈尔滨工业大学学报》 EI CAS CSCD 北大核心 2024年第12期81-95,共15页
为解决数据集类别不平衡问题,针对不平衡数据集分类提出了一种实现不平衡数据集高性能分类的自然邻域超球面过采样方法(natural neighborhood hypersphere oversampling method,NNHOS)。首先,对不平衡数据集中的每个样本点搜索其自然邻... 为解决数据集类别不平衡问题,针对不平衡数据集分类提出了一种实现不平衡数据集高性能分类的自然邻域超球面过采样方法(natural neighborhood hypersphere oversampling method,NNHOS)。首先,对不平衡数据集中的每个样本点搜索其自然邻居直至形成稳定的自然邻域;接着,根据每个样本点自然邻居的标签特点,将所有样本点划分为异常点、噪声点、多数类安全点、少数类安全点和少数类边界点5个区域;然后,对每个少数类边界点构建超球面,合并完全处于大超球面中的小超球面,形成一个超球面集合;最后,根据超球面半径大小自适应地为每个超球面分配采样比例,在超球面内生成指定个数的新样本点得到平衡数据集。结果表明,利用该方法在人工数据集和真实数据集上进行过采样形成新的样本集,以CART,SVM和KNN 3个分类器进行实验,并与其他8种常用方法进行对比分析。同时,以AUC值、F_(1)和G_(m)作为评价指标,进一步证明了该方法可以更好的对不平衡数据集进行分类。 展开更多
关键词 不平衡数据集 过采样 自然邻居 超球面 分类
在线阅读 下载PDF
基于超球面对偶学习的双通道图异常检测方法
19
作者 李青 钟将 倪航 《电子学报》 EI CAS CSCD 北大核心 2024年第7期2212-2218,共7页
图异常检测作为一项重要的数据挖掘任务,专注于识别与大多数节点显著偏离的异常节点.随着无监督图神经网络技术的进步,现已开发出了基于密度估计、对抗生成网络等多种高效识别图数据中潜在异常的方法 .然而,这些方法更注重无监督图异常... 图异常检测作为一项重要的数据挖掘任务,专注于识别与大多数节点显著偏离的异常节点.随着无监督图神经网络技术的进步,现已开发出了基于密度估计、对抗生成网络等多种高效识别图数据中潜在异常的方法 .然而,这些方法更注重无监督图异常检测生成高质量的表征,而往往忽略了图异常的特性.因此,本文提出了一个双通道异构图异常检测模型(Dual-channel Heterogeneous Graph Anomaly Detection,HD-GAD).其模型基础架构包括双通道的图神经网络:全局子结构感知的图神经网络和局部子结构感知的图神经网络,用于图异常检测捕获全局和局部子结构属性.同时,基于对偶推断引入了多超球体学习目标(Multi-Hypersphere Learning,MHL),从宏观和介观超球体角度,分别测量在整个图/社区结构中偏离的异常节点. HD-GAD模型利用相似度函数EmbSim优化训练目标,以缓解多超球面学习中的模型坍问题.最后,在五种不同的数据集上进行了全面的实验.其AUC(Area Under Curve)值在大多数情况下均超过了0.9,达到了行业领先水平,进一步证明了HD-GAD模型在图异常检测任务上的高效性与性能优势. 展开更多
关键词 图异常检测 图神经网络 超球面学习 双通道图神经网络 无监督学习 对偶学习
在线阅读 下载PDF
基于提示学习和超球原型的小样本ICD自动编码方法
20
作者 徐春 吉双焱 马志龙 《计算机应用研究》 CSCD 北大核心 2024年第9期2670-2677,共8页
针对国际疾病分类(ICD)自动编码方法的长文本处理、编码的层次结构以及长尾分布等导致的模型泛化能力弱的问题,提出一种充分利用医学预训练语言模型的基于提示学习和超球原型的小样本ICD自动编码方法(hypersphere prototypical with pro... 针对国际疾病分类(ICD)自动编码方法的长文本处理、编码的层次结构以及长尾分布等导致的模型泛化能力弱的问题,提出一种充分利用医学预训练语言模型的基于提示学习和超球原型的小样本ICD自动编码方法(hypersphere prototypical with prompt learning,PromptHP)。首先,将编码描述与临床文本融合进提示学习模型中的提示模板,使得模型能够更加深入地理解临床文本;然后,充分利用预训练语言模型的先验知识进行初始预测;接着,在预训练语言模型输出表示的基础上引入超球原型进行类别建模和度量分类,并在医学数据集上微调网络,充分纳入数据知识,提高模型在小样本ICD编码分配任务上的性能;最后,对以上两部分预测结果集成加权获得最终编码预测结果。在公开医学数据集MIMIC-Ⅲ上的实验结果表明,该模型优于最先进的基线方法,PromptHP将小样本编码的macro-AUC、micro-AUC、macro-F_(1)和micro-F_(1)分别提高了1.77%、1.54%、14.22%、15.01%。实验结果验证了该模型在小样本编码分类任务中的有效性。 展开更多
关键词 自动ICD编码 小样本学习 提示学习 超球原型 预训练语言模型
在线阅读 下载PDF
上一页 1 2 13 下一页 到第
使用帮助 返回顶部