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基于边分类的SVM模型在社区发现中的研究 被引量:3
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作者 王鹏 高铖 杨华民 《长春理工大学学报(自然科学版)》 2015年第5期127-130,共4页
社区发现是复杂网络研究的重要内容,也是分析网络结构的重要途径。分析了社区发现研究中存在的问题,提出了一种基于边分类的SVM模型。通过边顶点相似度和边介数来表示边的特征,从而构造分类函数。利用LFR生成社区结构已知的人工网络,通... 社区发现是复杂网络研究的重要内容,也是分析网络结构的重要途径。分析了社区发现研究中存在的问题,提出了一种基于边分类的SVM模型。通过边顶点相似度和边介数来表示边的特征,从而构造分类函数。利用LFR生成社区结构已知的人工网络,通过人工网络数据训练基于边分类的SVM模型,对分类函数的参数进行估计,利用训练模型对真实网络进行社区分类并通过标准化互信息(NMI)和整体准确度来评价分类效果。实验得到了较高的整体准确度和NMI值。实验表明基于边分类的SVM训练模型对真实网络数据的社区划分有较高的准确度,表明该方法是可行的。 展开更多
关键词 社区发现 边分类 SVM模型 LFR
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融合全局和局部信息的端到端边分类方法
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作者 颜登程 储蓓 +2 位作者 张以文 李冬 倪莉 《中文信息学报》 CSCD 北大核心 2023年第4期137-145,共9页
边分类是图挖掘和社交网络分析中的一个重要研究方向。然而,现有边分类方法往往通过聚合连边端点的表示来间接提取边的特征,且设计为非端到端的学习方式,会造成较大的信息损失。针对上述问题,该文提出一种融合全局和局部信息的边分类模... 边分类是图挖掘和社交网络分析中的一个重要研究方向。然而,现有边分类方法往往通过聚合连边端点的表示来间接提取边的特征,且设计为非端到端的学习方式,会造成较大的信息损失。针对上述问题,该文提出一种融合全局和局部信息的边分类模型EGLec(end-to-endModel withglobal andlocal InformationFusionfor edge classification),将边特征提取和边分类过程建模成端到端的训练方式。首先,根据网络中所有节点对边的权重构建边的全局信息。其次,结合图自编码器和深度自编码器,分别提取网络的结构特征和边全局信息的深层语义特征,以生成连边的结构嵌入和全局特征嵌入。最后,融合结构嵌入和全局特征嵌入得到最终的连边表示以用于边分类。在三个真实数据集上的对比实验验证了该文所提出模型可显著提高边分类性能。 展开更多
关键词 边分类 网络表示学习 自编码器
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基于三视图的几何重构B-rep算法研究 被引量:1
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作者 魏吉双 郭克希 +2 位作者 陈宇锋 刘震洲 贺尚红 《工程图学学报》 CSCD 北大核心 2007年第2期79-84,共6页
在讨论保证输出形体与输入视图一致的条件(线段的合法条件)的基础上,改进了确定性面序列判别法。基于线段的合法条件和确定性面序列的性质,提出了视图中的边(2D边)的分类及判别方法,并讨论了2D边与属于输出形体的候选边的对应关系。这... 在讨论保证输出形体与输入视图一致的条件(线段的合法条件)的基础上,改进了确定性面序列判别法。基于线段的合法条件和确定性面序列的性质,提出了视图中的边(2D边)的分类及判别方法,并讨论了2D边与属于输出形体的候选边的对应关系。这些工作可避免几何元素分层构建法(即B-rep法)在有些情况下重构失败或丢失合法输出形体,从而提高了B-rep法的鲁棒性和重构结果的准确性。 展开更多
关键词 计算机应用 几何重构 B-rep法 三视图 2D边分类
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不动点集为RP(1)×HP(n)的对合流形
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作者 陈德华 《株洲工学院学报》 2002年第1期39-40,共2页
令(M,T)是一个带有对合的光滑闭流形,不动点集为F,结果是决定了F=RP(1)×HP(n)的对合的协边分类。
关键词 不动点集 对合流形 光滑闭流形 边分类 对合 示性类
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Bordism Classes of Involutions on RP(2n)、CP(2n) and HP(2n)
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作者 孟召静 王彦英 《Chinese Quarterly Journal of Mathematics》 CSCD 1999年第2期33-37, ,共5页
In this paper we discuss all possible bordism classes of involutions on RP(2n),CP(2n) and HP(2n).
关键词 INVOLUTION characteristic classes
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Lipovtsy flora of Razdolnaya( Suifun) River Basin,Primorye region,Russia
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作者 E.B.Volynets E.V.Bugdaeva +1 位作者 V.S.Markevich T.A.Kovaleva 《Global Geology》 2016年第4期216-229,共14页
The Lipovtsy flora originates mostly from the synonymous Formation exposed at the coal quarries in the Razdolnaya( Suifun) River Basin in Heilongjiang Province( China) and Primorye Region( Russia). The thorough study ... The Lipovtsy flora originates mostly from the synonymous Formation exposed at the coal quarries in the Razdolnaya( Suifun) River Basin in Heilongjiang Province( China) and Primorye Region( Russia). The thorough study of this flora has revealed its high diversity and abundance. One of the most prominent groups in the Lipovtsy flora is the ferns. Next in diversity are conifers( Miroviaceae,Taxodiaceae,Podozamitaceae,Taxaceae,Cephalotaxaceae). It was revealed the remarkable quantity of bennettitalean remains( 24 taxa). The main peculiarity of this flora is the appearance of first angiosperms( pollen,dispersed cuticle,leaves). The fine preservation of the cuticles from the coals allows us to research the taxonomical composition of peat-forming plants and clear main components of the swamp plant communities. These plants supplied the material for the accumulation of resinite coals on the territory of Razdolnaya River Basin were conifers Miroviaceae,taxodialeans,bennettites,as well as gleicheniaceous and cyatheaceous ferns. 展开更多
关键词 fossil plants SPORES POLLEN floral assemblages Lipovtsy Formation Razdolnaya (Suifun River Basin Primorye region
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Development of slope mass rating system using K-means and fuzzy c-means clustering algorithms 被引量:1
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作者 Jalali Zakaria 《International Journal of Mining Science and Technology》 SCIE EI CSCD 2016年第6期959-966,共8页
Classification systems such as Slope Mass Rating(SMR) are currently being used to undertake slope stability analysis. In SMR classification system, data is allocated to certain classes based on linguistic and experien... Classification systems such as Slope Mass Rating(SMR) are currently being used to undertake slope stability analysis. In SMR classification system, data is allocated to certain classes based on linguistic and experience-based criteria. In order to eliminate linguistic criteria resulted from experience-based judgments and account for uncertainties in determining class boundaries developed by SMR system,the system classification results were corrected using two clustering algorithms, namely K-means and fuzzy c-means(FCM), for the ratings obtained via continuous and discrete functions. By applying clustering algorithms in SMR classification system, no in-advance experience-based judgment was made on the number of extracted classes in this system, and it was only after all steps of the clustering algorithms were accomplished that new classification scheme was proposed for SMR system under different failure modes based on the ratings obtained via continuous and discrete functions. The results of this study showed that, engineers can achieve more reliable and objective evaluations over slope stability by using SMR system based on the ratings calculated via continuous and discrete functions. 展开更多
关键词 SMR based on continuous functions Slope stability analysis K-means and FCM clustering algorithms Validation of clustering algorithms Sangan iron ore mines
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Discrete Boltzmann Method with Maxwell-Type Boundary Condition for Slip Flow 被引量:4
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作者 Yu-Dong Zhang Ai-Guo Xu +1 位作者 Guang-Cai Zhang Zhi-Hua Chen 《Communications in Theoretical Physics》 SCIE CAS CSCD 2018年第1期77-85,共9页
The rarefied effect of gas flow in microchannel is significant and cannot be well described by traditional hydrodynamic models. It has been known that discrete Boltzmann model(DBM) has the potential to investigate flo... The rarefied effect of gas flow in microchannel is significant and cannot be well described by traditional hydrodynamic models. It has been known that discrete Boltzmann model(DBM) has the potential to investigate flows in a relatively wider range of Knudsen number because of its intrinsic kinetic nature inherited from Boltzmann equation.It is crucial to have a proper kinetic boundary condition for DBM to capture the velocity slip and the flow characteristics in the Knudsen layer. In this paper, we present a DBM combined with Maxwell-type boundary condition model for slip flow. The tangential momentum accommodation coefficient is introduced to implement a gas-surface interaction model.Both the velocity slip and the Knudsen layer under various Knudsen numbers and accommodation coefficients can be well described. Two kinds of slip flows, including Couette flow and Poiseuille flow, are simulated to verify the model.To dynamically compare results from different models, the relation between the definition of Knudsen number in hard sphere model and that in BGK model is clarified. 展开更多
关键词 rarefied gas discrete Boltzmann method Maxwell-type boundary slip flow
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Classification of certain qualitative properties of solutions for the quasilinear parabolic equations
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作者 Yan Li Zhengce Zhang Liping Zhu 《Science China Mathematics》 SCIE CSCD 2018年第5期855-868,共14页
In this paper, we mainly consider the initial boundary problem for a quasilinear parabolic equation u_t-div(|?u|^(p-2)?u) =-|u|^(β-1) u + α|u|^(q-2 )u,where p > 1, β > 0, q≥1 and α > 0. By using Gagliard... In this paper, we mainly consider the initial boundary problem for a quasilinear parabolic equation u_t-div(|?u|^(p-2)?u) =-|u|^(β-1) u + α|u|^(q-2 )u,where p > 1, β > 0, q≥1 and α > 0. By using Gagliardo-Nirenberg type inequality, the energy method and comparison principle, the phenomena of blowup and extinction are classified completely in the different ranges of reaction exponents. 展开更多
关键词 quasilinear parabolic equation weak solution blowup extinction
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The Riemannian Manifolds with Boundary and Large Symmetry
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作者 Zhi CHEN Yiqian SHI Bin XU 《Chinese Annals of Mathematics,Series B》 SCIE CSCD 2010年第3期347-360,共14页
Seventy years ago, Myers and Steenrod showed that the isometry group of a Riemannian manifold without boundary has a structure of Lie group. In 2007, Bagaev and Zhukova proved the same result for a Riemannian orbifold... Seventy years ago, Myers and Steenrod showed that the isometry group of a Riemannian manifold without boundary has a structure of Lie group. In 2007, Bagaev and Zhukova proved the same result for a Riemannian orbifold. In this paper, the authors first show that the isometry group of a Riemannian manifold M with boundary has dimension at most 1/2 dim M(dim M - 1). Then such Riemannian manifolds with boundary that their isometry groups attain the preceding maximal dimension are completely classified. 展开更多
关键词 Riemannian manifold with boundary ISOMETRY Rotationally symmetric metric Principal orbit
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Examples of Boundary Layers Associated with the Incompressible Navier-Stokes Equations
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作者 Xiaoming WANG 《Chinese Annals of Mathematics,Series B》 SCIE CSCD 2010年第5期781-792,共12页
The author surveys a few examples of boundary layers for which the Prandtl boundary layer theory can be rigorously validated.All of them are associated with the incompressible Navier-Stokes equations for Newtonian flu... The author surveys a few examples of boundary layers for which the Prandtl boundary layer theory can be rigorously validated.All of them are associated with the incompressible Navier-Stokes equations for Newtonian fluids equipped with various Dirichlet boundary conditions(specified velocity).These examples include a family of(nonlinear 3D) plane parallel flows,a family of(nonlinear) parallel pipe flows,as well as flows with uniform injection and suction at the boundary.We also identify a key ingredient in establishing the validity of the Prandtl type theory,i.e.,a spectral constraint on the approximate solution to the Navier-Stokes system constructed by combining the inviscid solution and the solution to the Prandtl type system.This is an additional difficulty besides the wellknown issue related to the well-posedness of the Prandtl type system.It seems that the main obstruction to the verification of the spectral constraint condition is the possible separation of boundary layers.A common theme of these examples is the inhibition of separation of boundary layers either via suppressing the velocity normal to the boundary or by injection and suction at the boundary so that the spectral constraint can be verified.A meta theorem is then presented which covers all the cases considered here. 展开更多
关键词 Boundary layer Navier-Stokes system Prandtl theory CORRECTOR Inviscid limit Spectral constraint Nonlinear plane parallel channel flow Nonlinear pipe flow Injection and suction
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