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A NEW CLASS OF LOCALLY CONVEX SPACES AND THE GENERALIZATION OF KALTON'S CLOSED GRAPH THEOREM
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作者 丘京辉 《Acta Mathematica Scientia》 SCIE 1985年第4期389-397,共9页
By introducing the notions of L-spaces and L_r-spaces, a complete generalization of Kalton's closed graph theorem is obtained. It points out the class of L_r-spaces is the maximal class of range spaces for the clo... By introducing the notions of L-spaces and L_r-spaces, a complete generalization of Kalton's closed graph theorem is obtained. It points out the class of L_r-spaces is the maximal class of range spaces for the closed graph theorem when the class of domain spaces is the class of Mackey spaces with weakly * sequentially complete dual.Some examples are constructed showing that the class of L_r-spaces is strictly larger than the class of separable B_r-complete spaces.Some properties of L-spaces and L_r-spaces are discussed and the relations between B-complete (resp. B_r-complete) spaces and L-spaces (resp. L_r-spaces) are given. 展开更多
关键词 A NEW CLASS OF LOCALLY CONVEX SPACES AND THE generalIZATION OF KALTON’S CLOSED graph THEOREM
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Stability and Generalization of Hypergraph Collaborative Networks
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作者 Michael K.Ng Hanrui Wu Andy Yip 《Machine Intelligence Research》 EI CSCD 2024年第1期184-196,共13页
Graph neural networks have been shown to be very effective in utilizing pairwise relationships across samples.Recently,there have been several successful proposals to generalize graph neural networks to hypergraph neu... Graph neural networks have been shown to be very effective in utilizing pairwise relationships across samples.Recently,there have been several successful proposals to generalize graph neural networks to hypergraph neural networks to exploit more com-plex relationships.In particular,the hypergraph collaborative networks yield superior results compared to other hypergraph neural net-works for various semi-supervised learning tasks.The collaborative network can provide high quality vertex embeddings and hyperedge embeddings together by formulating them as a joint optimization problem and by using their consistency in reconstructing the given hy-pergraph.In this paper,we aim to establish the algorithmic stability of the core layer of the collaborative network and provide generaliz--ation guarantees.The analysis sheds light on the design of hypergraph filters in collaborative networks,for instance,how the data and hypergraph filters should be scaled to achieve uniform stability of the learning process.Some experimental results on real-world datasets are presented to illustrate the theory. 展开更多
关键词 HYPERgraphS VERTICES hyperedges collaborative networks graph convolutional neural networks(CNNs) STABILITY generalization guarantees
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A Note on General Third Geometric-arithmetic Index of Special Chemical Molecular Structures 被引量:2
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作者 Gao Wei 《Communications in Mathematical Research》 CSCD 2016年第2期131-141,共11页
In theoretical chemistry, the geometric-arithmetic indices were introduced to measure the stability of alkanes and the strain energy of cycloalkanes. In this note, we report the general third geometric-arithmetic inde... In theoretical chemistry, the geometric-arithmetic indices were introduced to measure the stability of alkanes and the strain energy of cycloalkanes. In this note, we report the general third geometric-arithmetic index of unilateral polyomino chain and unilateral hexagonal chain. Also, the third geometric-arithmetic index of these chemical structures are presented. 展开更多
关键词 molecular graph general third geometric-arithmetic index unilateralpolyomino chain unilateral hexagonal chain
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Generalization performance of graph-based semisupervised classification 被引量:1
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作者 CHEN Hong LI LuoQing 《Science China Mathematics》 SCIE 2009年第11期2506-2516,共11页
Semi-supervised learning has been of growing interest over the past few years and many methods have been proposed. Although various algorithms are provided to implement semi-supervised learning,there are still gaps in... Semi-supervised learning has been of growing interest over the past few years and many methods have been proposed. Although various algorithms are provided to implement semi-supervised learning,there are still gaps in our understanding of the dependence of generalization error on the numbers of labeled and unlabeled data. In this paper,we consider a graph-based semi-supervised classification algorithm and establish its generalization error bounds. Our results show the close relations between the generalization performance and the structural invariants of data graph. 展开更多
关键词 semi-supervised learning generalization error graph Laplacian graph cut localized envelope 68T05 62J02
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GENERAL THEORETICAL RESULTS ON RECTILINEAR EMBEDABILITY OF GRAPHS
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作者 刘彦佩 A.MORGANA B.SIMEONE 《Acta Mathematicae Applicatae Sinica》 SCIE CSCD 1991年第2期187-192,共6页
In the design of certain kinds of electronic circuits the following question arises:given a non-negative integer k, what graphs admit of a plane embedding such that every edge is a broken lineformed by horizontal and ... In the design of certain kinds of electronic circuits the following question arises:given a non-negative integer k, what graphs admit of a plane embedding such that every edge is a broken lineformed by horizontal and vertical segments and having at mort k bends? Any such graph is said tobe k--rectilinear. No matter what k is, an obvious necessary condition for k-rectilinearity is that thedegree of each vertex does not exceed four.Our main result is that every planar graph H satisfying this condition is 3--rectilinear:in fact,it is 2--rectilinear with the only exception of the octahedron. We also outline a polynomial-timealgorithm which actually constructs a plane embedding of H with at most 2 bends (3 bends if H isthe octahedron) on each edge. The resulting embedding has the property that the total number ofbends does not exceed 2n, where n is the number of vertices of H. 展开更多
关键词 LINE general THEORETICAL RESULTS ON RECTILINEAR EMBEDABILITY OF graphS
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On the ErdÖs Distance Conjecture in Geometry
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作者 Amir Jafari Amin Najafi Amin 《Open Journal of Discrete Mathematics》 2016年第3期109-160,共52页
Erd&#214;s asks if it is possible to have n points in general position in the plane (no three on a line or four on a circle) such that for every i (1≤i≤n-1 ) there is a distance determined by the points that occ... Erd&#214;s asks if it is possible to have n points in general position in the plane (no three on a line or four on a circle) such that for every i (1≤i≤n-1 ) there is a distance determined by the points that occur exactly i times. So far some examples have been discovered for 2≤n≤8 [1] [2]. A solution for the 8 point is provided by I. Palasti [3]. Here two other possible solutions for the 8 point case as well as all possible answers to 4 - 7 point cases are provided and finally a brief discussion on the generalization of the problem to higher dimensions is given. 展开更多
关键词 ErdÖs Distance Problem general Position graph Pattern Distance Distribution
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Super Edge-connectivity and Zeroth-order General Randi Index for -1≤α< 0 被引量:1
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作者 Zhi-hong HE Mei LU 《Acta Mathematicae Applicatae Sinica》 SCIE CSCD 2018年第4期659-668,共10页
Let G be a connected graph with order n,minimum degree δ = δ(G) and edge-connectivity λ =λ(G). A graph G is maximally edge-connected if λ = δ, and super edge-connected if every minimum edgecut consists of ed... Let G be a connected graph with order n,minimum degree δ = δ(G) and edge-connectivity λ =λ(G). A graph G is maximally edge-connected if λ = δ, and super edge-connected if every minimum edgecut consists of edges incident with a vertex of minimum degree. Define the zeroth-order general Randic index R_α-0(G) =Σ x∈V(G) d_G-α(x), where dG(x) denotes the degree of the vertex x. In this paper, we present two sufficient conditions for graphs and triangle-free graphs to be super edge-connected in terms of the zeroth-order general Randic index for -1 ≤α 〈 0, respectively. 展开更多
关键词 Zeroth-order general Randie index super edge-connected DEGREE triangle-free graph minimumdegree
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General Induced Matching Extendability of G^3
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作者 Long Shu WU Yun Sheng YAN Qin WANG 《Journal of Mathematical Research and Exposition》 CSCD 2010年第3期451-456,共6页
A graph G is induced matching extendable if every induced matching of G is included in a perfect matching of G. A graph G is generalized induced matching extendable if every induced matching of G is included in a maxi... A graph G is induced matching extendable if every induced matching of G is included in a perfect matching of G. A graph G is generalized induced matching extendable if every induced matching of G is included in a maximum matching of G. A graph G is claw-free, if G dose not contain any induced subgraph isomorphic to K1,3. The k-th power of G, denoted by Gu, is the graph with vertex set V(G) in which two vertices are adjacent if and only if the distance between them is at most k in G. In this paper we show that, if the maximum matchings of G and G3 have the same cardinality, then G3 is generalized induced matching extendable. We also show that this result is best possible. As a result, we show that if G is a connected claw-flee graph, then G3 is generalized induced matching extendable. 展开更多
关键词 near perfect matching induced matching extendable general induced matchingextendability power of graph.
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