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A Bitcoin Address Multi-Classification Mechanism Based on Bipartite Graph-Based Maximization Consensus
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作者 Lejun Zhang Junjie Zhang +4 位作者 Kentaroh Toyoda Yuan Liu Jing Qiu Zhihong Tian Ran Guo 《Computer Modeling in Engineering & Sciences》 SCIE EI 2024年第4期783-800,共18页
Bitcoin is widely used as the most classic electronic currency for various electronic services such as exchanges,gambling,marketplaces,and also scams such as high-yield investment projects.Identifying the services ope... Bitcoin is widely used as the most classic electronic currency for various electronic services such as exchanges,gambling,marketplaces,and also scams such as high-yield investment projects.Identifying the services operated by a Bitcoin address can help determine the risk level of that address and build an alert model accordingly.Feature engineering can also be used to flesh out labeled addresses and to analyze the current state of Bitcoin in a small way.In this paper,we address the problem of identifying multiple classes of Bitcoin services,and for the poor classification of individual addresses that do not have significant features,we propose a Bitcoin address identification scheme based on joint multi-model prediction using the mapping relationship between addresses and entities.The innovation of the method is to(1)Extract as many valuable features as possible when an address is given to facilitate the multi-class service identification task.(2)Unlike the general supervised model approach,this paper proposes a joint prediction scheme for multiple learners based on address-entity mapping relationships.Specifically,after obtaining the overall features,the address classification and entity clustering tasks are performed separately,and the results are subjected to graph-basedmaximization consensus.The final result ismade to baseline the individual address classification results while satisfying the constraint of having similarly behaving entities as far as possible.By testing and evaluating over 26,000 Bitcoin addresses,our feature extraction method captures more useful features.In addition,the combined multi-learner model obtained results that exceeded the baseline classifier reaching an accuracy of 77.4%. 展开更多
关键词 Bitcoin multi-service classification graph maximization consensus data security
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Cycle Multiplicity of Total Graph of Complete Bipartite Graph
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作者 Ganghua Xie Yinkui Li 《Open Journal of Discrete Mathematics》 2023年第4期95-99,共5页
Cycle multiplicity of a graph G is the maximum number of edge disjoint cycles in G. In this paper, we determine the cycle multiplicity of and then obtain the formula of cycle multiplicity of total graph of complete bi... Cycle multiplicity of a graph G is the maximum number of edge disjoint cycles in G. In this paper, we determine the cycle multiplicity of and then obtain the formula of cycle multiplicity of total graph of complete bipartite graph, this generalizes the result for, which is given by M.M. Akbar Ali in [1]. 展开更多
关键词 Cycle Multiplicity Complete bipartite graph Total graph
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Vertex-distinguishing E-total Coloring of Complete Bipartite Graph K 7,n when7≤n≤95 被引量:12
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作者 chen xiang-en du xian-kun 《Communications in Mathematical Research》 CSCD 2016年第4期359-374,共16页
Let G be a simple graph. A total coloring f of G is called an E-total coloring if no two adjacent vertices of G receive the same color, and no edge of G receives the same color as one of its endpoints. For an E-total ... Let G be a simple graph. A total coloring f of G is called an E-total coloring if no two adjacent vertices of G receive the same color, and no edge of G receives the same color as one of its endpoints. For an E-total coloring f of a graph G and any vertex x of G, let C(x) denote the set of colors of vertex x and of the edges incident with x, we call C(x) the color set of x. If C(u)≠ C(v) for any two different vertices u and v of V(G), then we say that f is a vertex-distinguishing E-total coloring of G or a VDET coloring of G for short. The minimum number of colors required for a VDET coloring of G is denoted by χ_(vt)~e(G) and is called the VDET chromatic number of G. The VDET coloring of complete bipartite graph K_(7,n)(7 ≤ n ≤ 95) is discussed in this paper and the VDET chromatic number of K_(7,n)(7 ≤ n ≤ 95) has been obtained. 展开更多
关键词 graph complete bipartite graph E-total coloring vertex-distinguishing E-total coloring vertex-distinguishing E-total chromatic number
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Vertex-distinguishing IE-total Colorings of Complete Bipartite Graphs K8,n 被引量:3
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作者 SHI Jin CHEN Xiang-en 《Chinese Quarterly Journal of Mathematics》 2016年第2期147-154,共8页
Let G be a simple graph. An IE-total coloring f of G is a coloring of the vertices and edges of G so that no two adjacent vertices receive the same color. For each vertex x of G, let C(x) be the set of colors of verte... Let G be a simple graph. An IE-total coloring f of G is a coloring of the vertices and edges of G so that no two adjacent vertices receive the same color. For each vertex x of G, let C(x) be the set of colors of vertex x and edges incident to x under f. For an IE-total coloring f of G using k colors, if C(u) ≠ C(v) for any two different vertices u and v of G, then f is called a k-vertex-distinguishing IE-total-coloring of G or a k-VDIET coloring of G for short. The minimum number of colors required for a VDIET coloring of G is denoted by χ_(vt)^(ie) (G) and is called vertex-distinguishing IE-total chromatic number or the VDIET chromatic number of G for short. The VDIET colorings of complete bipartite graphs K_(8,n)are discussed in this paper. Particularly, the VDIET chromatic number of K_(8,n) are obtained. 展开更多
关键词 complete bipartite graphs IE-total coloring vertex-distinguishing IE-total coloring vertex-distinguishing IE-total chromatic number
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Bipartite Graphs with the First and Second Largest Laplacian Spectral Radius 被引量:1
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作者 邓爱平 孟娟 《Journal of Donghua University(English Edition)》 EI CAS 2011年第4期418-422,共5页
Let kn be the class of bipartite graphs with n vertices and k cut edges.The extremal graphs with the first and the second largest Laplacian spectral radius among all graphs in kn are presented.The bounds of the Laplac... Let kn be the class of bipartite graphs with n vertices and k cut edges.The extremal graphs with the first and the second largest Laplacian spectral radius among all graphs in kn are presented.The bounds of the Laplacian spectral radius of these extremal graphs are also obtained. 展开更多
关键词 bipartite graph Laplacian spectral radius edge grafting
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ORTHOGONAL (g,f)-FACTORIZAFIONS OF BIPARTITE GRAPHS 被引量:3
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作者 刘桂真 董鹤年 《Acta Mathematica Scientia》 SCIE CSCD 2001年第3期316-322,共7页
Let G be a bipartite graph with vertex set V(G) and edge set E(G), and let g and f be two positive integer-valued functions defined on V(G) such that g(x) ≤ f(x) for every vertex x of V(G). Then a (g, f)-factor of G ... Let G be a bipartite graph with vertex set V(G) and edge set E(G), and let g and f be two positive integer-valued functions defined on V(G) such that g(x) ≤ f(x) for every vertex x of V(G). Then a (g, f)-factor of G is a spanning subgraph H of G such that g(x) ≤ dH(x) 5 f(x) for each x ∈ V(H). A (g, f)-factorization of G is a partition of E(G) into edge-disjoint (g, f)-factors. Let F = {F1, F2,…… , Fm } and H be a factorization and a subgraph of G, respectively. If F, 1 ≤ i ≤ m, has exactly one edge in common with H, then it is said that ■ is orthogonal to H. It is proved that every bipartite (mg + m - 1, mf - m + 1 )-graph G has a (g, f)-factorization orthogonal to k vertex disjoint m-subgraphs of G if 2-k ≤ g(x) for all x ∈ V(G). Furthermore, it is showed that the results in this paper are best possible. 展开更多
关键词 bipartite graph (g f)-factor ORTHOGONAL FACTORIZATION
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Signed Roman (Total) Domination Numbers of Complete Bipartite Graphs and Wheels 被引量:4
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作者 ZHAO YAN-CAI MIAO LIAN-YING Du Xian-kun 《Communications in Mathematical Research》 CSCD 2017年第4期318-326,共9页
A signed(res. signed total) Roman dominating function, SRDF(res.STRDF) for short, of a graph G =(V, E) is a function f : V → {-1, 1, 2} satisfying the conditions that(i)∑v∈N[v]f(v) ≥ 1(res.∑v∈N(v)f(v) ≥ 1) for ... A signed(res. signed total) Roman dominating function, SRDF(res.STRDF) for short, of a graph G =(V, E) is a function f : V → {-1, 1, 2} satisfying the conditions that(i)∑v∈N[v]f(v) ≥ 1(res.∑v∈N(v)f(v) ≥ 1) for any v ∈ V, where N [v] is the closed neighborhood and N(v) is the neighborhood of v, and(ii) every vertex v for which f(v) =-1 is adjacent to a vertex u for which f(u) = 2. The weight of a SRDF(res. STRDF) is the sum of its function values over all vertices.The signed(res. signed total) Roman domination number of G is the minimum weight among all signed(res. signed total) Roman dominating functions of G. In this paper,we compute the exact values of the signed(res. signed total) Roman domination numbers of complete bipartite graphs and wheels. 展开更多
关键词 SIGNED ROMAN DOMINATION SIGNED TOTAL ROMAN DOMINATION complete bipartite graph wheel
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K_(1,p)~k-FACTORIZATION OF COMPLETE BIPARTITE GRAPHS 被引量:3
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作者 Du BeiliangDept.ofMath.,SuzhouUniv.,Suzhou215006.E-mail:dubl@pub.sz.jsinfo.ne 《Applied Mathematics(A Journal of Chinese Universities)》 SCIE CSCD 2001年第2期107-110,共4页
In this paper, it is shown that a sufficient condition for the existence of a K 1,p k factorization of K m,n , whenever p is a prime number and k is a positive integer, is (1) m≤p kn,(2) n≤p km,(3)p kn-m≡p km-n ≡0... In this paper, it is shown that a sufficient condition for the existence of a K 1,p k factorization of K m,n , whenever p is a prime number and k is a positive integer, is (1) m≤p kn,(2) n≤p km,(3)p kn-m≡p km-n ≡0(mod( p 2k -1 )) and (4) (p kn-m)(p km-n) ≡0(mod( p k -1)p k×(p 2k -1)(m+n)) . 展开更多
关键词 完全二部图 因子分解 正整数 对称算法 质数 图论
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A Novel Symbolic Algorithm for Maximum Weighted Matching in Bipartite Graphs 被引量:1
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作者 Tianlong Gu Liang Chang Zhoubo Xu 《International Journal of Communications, Network and System Sciences》 2011年第2期111-121,共11页
The maximum weighted matching problem in bipartite graphs is one of the classic combinatorial optimization problems, and arises in many different applications. Ordered binary decision diagram (OBDD) or algebraic decis... The maximum weighted matching problem in bipartite graphs is one of the classic combinatorial optimization problems, and arises in many different applications. Ordered binary decision diagram (OBDD) or algebraic decision diagram (ADD) or variants thereof provides canonical forms to represent and manipulate Boolean functions and pseudo-Boolean functions efficiently. ADD and OBDD-based symbolic algorithms give improved results for large-scale combinatorial optimization problems by searching nodes and edges implicitly. We present novel symbolic ADD formulation and algorithm for maximum weighted matching in bipartite graphs. The symbolic algorithm implements the Hungarian algorithm in the context of ADD and OBDD formulation and manipulations. It begins by setting feasible labelings of nodes and then iterates through a sequence of phases. Each phase is divided into two stages. The first stage is building equality bipartite graphs, and the second one is finding maximum cardinality matching in equality bipartite graph. The second stage iterates through the following steps: greedily searching initial matching, building layered network, backward traversing node-disjoint augmenting paths, updating cardinality matching and building residual network. The symbolic algorithm does not require explicit enumeration of the nodes and edges, and therefore can handle many complex executions in each step. Simulation experiments indicate that symbolic algorithm is competitive with traditional algorithms. 展开更多
关键词 bipartite graphs WEIGHTED MATCHING SYMBOLIC ALGORITHM Algebraic DECISION DIAGRAM (ADD) Ordered Binary DECISION DIAGRAM (OBDD)
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Neighborhood Complex of Bipartite Graph
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作者 薛秀谦 《International Journal of Mining Science and Technology》 SCIE EI 1999年第1期89-91,共3页
In this paper the structure of neighborhood complex of a bipartite graph is discussed, the concept of dusl complex is introduced, the main result that a pair of dual complexes is exactly the neighborhood complex or a ... In this paper the structure of neighborhood complex of a bipartite graph is discussed, the concept of dusl complex is introduced, the main result that a pair of dual complexes is exactly the neighborhood complex or a connected bipartite graph is proved. 展开更多
关键词 bipartite graph NEIGHBORHOOD COMPLEX DUAL COMPLEX
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The Signless Laplacian Spectral Radius of Some Special Bipartite Graphs
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作者 Yun Yang 《Journal of Applied Mathematics and Physics》 2018年第10期2159-2165,共7页
This paper mainly researches on the signless laplacian spectral radius of bipartite graphs Dr(m1,m2;n1,n2). We consider how the signless laplacian spectral radius of Dr(m1,m2;n1,n2)?changes under some special cases. A... This paper mainly researches on the signless laplacian spectral radius of bipartite graphs Dr(m1,m2;n1,n2). We consider how the signless laplacian spectral radius of Dr(m1,m2;n1,n2)?changes under some special cases. As application, we give two upper bounds on the signless laplacian spectral radius of Dr(m1,m2;n1,n2), and determine the graphs that obtain the upper bounds. 展开更多
关键词 The Signless LAPLACIAN Spectral RADIUS The LARGEST EIGENVALUE bipartite graph
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The Symbolic OBDD Algorithm for Finding Optimal Semi-matching in Bipartite Graphs
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作者 Tianlong Gu Liang Chang Zhoubo Xu 《Communications and Network》 2011年第2期65-72,共8页
The optimal semi-matching problem is one relaxing form of the maximum cardinality matching problems in bipartite graphs, and finds its applications in load balancing. Ordered binary decision diagram (OBDD) is a canoni... The optimal semi-matching problem is one relaxing form of the maximum cardinality matching problems in bipartite graphs, and finds its applications in load balancing. Ordered binary decision diagram (OBDD) is a canonical form to represent and manipulate Boolean functions efficiently. OBDD-based symbolic algorithms appear to give improved results for large-scale combinatorial optimization problems by searching nodes and edges implicitly. We present novel symbolic OBDD formulation and algorithm for the optimal semi-matching problem in bipartite graphs. The symbolic algorithm is initialized by heuristic searching initial matching and then iterates through generating residual network, building layered network, backward traversing node-disjoint augmenting paths, and updating semi-matching. It does not require explicit enumeration of the nodes and edges, and therefore can handle many complex executions in each step. Our simulations show that symbolic algorithm has better performance, especially on dense and large graphs. 展开更多
关键词 bipartite graphs Semi-Matching Load Balancing ORDERED Binary Decision DIAGRAM
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Rainbow Matchings in Properly Colored Bipartite Graphs
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作者 Guanghui Wang Guizhen Liu 《Open Journal of Discrete Mathematics》 2012年第2期62-64,共3页
Let G be a properly colored bipartite graph. A rainbow matching of G is such a matching in which no two edges have the same color. Let G be a properly colored bipartite graph with bipartition (X,Y) and . We show that ... Let G be a properly colored bipartite graph. A rainbow matching of G is such a matching in which no two edges have the same color. Let G be a properly colored bipartite graph with bipartition (X,Y) and . We show that if , then G has a rainbow coloring of size at least . 展开更多
关键词 RAINBOW Matching bipartite graphS
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Some Sequence of Wrapped Δ-Labellings for the Complete Bipartite Graph
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作者 Tomoko Adachi Daigo Kikuchi 《Applied Mathematics》 2015年第1期195-205,共11页
The design of large disk array architectures leads to interesting combinatorial problems. Minimizing the number of disk operations when writing to consecutive disks leads to the concept of “cluttered orderings” whic... The design of large disk array architectures leads to interesting combinatorial problems. Minimizing the number of disk operations when writing to consecutive disks leads to the concept of “cluttered orderings” which were introduced for the complete graph by Cohen et al. (2001). Mueller et al. (2005) adapted the concept of wrapped Δ-labellings to the complete bipartite case. In this paper, we give some sequence in order to generate wrapped Δ-labellings as cluttered orderings for the complete bipartite graph. New sequence we give is different from the sequences Mueller et al. gave, though the same graphs in which these sequences are labeled. 展开更多
关键词 Cluttered ORDERING RAID DISK ARRAYS LABEL for a graph
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The Further Results of the Chromatic Uniqueness of Certain Bipartite Graphs K(m, n)-A
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作者 邹辉文 朱忠华 《Journal of Donghua University(English Edition)》 EI CAS 2008年第2期207-212,共6页
With its comprehensive application in network information engineering (e.g. dynamic spectrum allocation under different distance constraints) and in network combination optimization (e.g. safe storage of deleterious m... With its comprehensive application in network information engineering (e.g. dynamic spectrum allocation under different distance constraints) and in network combination optimization (e.g. safe storage of deleterious materials), the graphs ’ cloring theory and chromatic uniqueness theory have been the forward position of graph theory research. The later concerns the equivalent classification of graphs with their color polynomials and the determination of uniqueness of some equivalent classification under isomorphism. In this paper, by introducing the concept of chromatic normality and comparing the number of partitions of two chromatically equivalent graphs, a general numerical condition guarenteeing that bipartite graphs K(m, n)-A (AE(K(m, n)) and |A|≥2) is chromatically unique was obtained and a lot of chromatic uniqueness graphs of bipartite graphs K(m,n)-A were determined. The results obtained in this paper were general. And the results cover and extend the majority of the relevant results obtained within the world. 展开更多
关键词 完全二向图 图论 色彩唯一性 颜色类
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The Chromatic Uniqueness of Bipartite Graphs K(m,n)-A with |A|=2
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作者 邹辉文 朱忠华 《Journal of Donghua University(English Edition)》 EI CAS 2006年第3期47-51,共5页
The chromatically uniqueness of bipartite graphs K(m, n)- A(|A|=2) was studied. With comparing the numbers of partitions into r color classes of two chromatically equivalent graphs, one general numerical condition gua... The chromatically uniqueness of bipartite graphs K(m, n)- A(|A|=2) was studied. With comparing the numbers of partitions into r color classes of two chromatically equivalent graphs, one general numerical condition guaranteeing that K(m, n)-A(|A|=2) is chromatically unique were obtained. This covers and improves the former correlative results. 展开更多
关键词 完全二部图 套色 单值性 标准图
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On the Wiener Index of the Complements of Bipartite Graphs
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作者 XING Bao-hua SHA Yun 《Chinese Quarterly Journal of Mathematics》 CSCD 2013年第3期355-359,共5页
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The L(3,2,1)-labeling on Bipartite Graphs
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作者 YUAN WAN-LIAN ZHAI MING-QING Lǔ CHANG-HONG 《Communications in Mathematical Research》 CSCD 2009年第1期79-87,共9页
An L(3, 2, 1)-labeling of a graph G is a function from the vertex set V (G) to the set of all nonnegative integers such that |f(u) - f(v)| ≥ 3 if dG(u, v) = 1, |f(u) - f(v)| ≥ 2 if dG(u,v) = 2, and |f(u) - f(v)| ≥ ... An L(3, 2, 1)-labeling of a graph G is a function from the vertex set V (G) to the set of all nonnegative integers such that |f(u) - f(v)| ≥ 3 if dG(u, v) = 1, |f(u) - f(v)| ≥ 2 if dG(u,v) = 2, and |f(u) - f(v)| ≥ 1 if dG(u,v) = 3. The L(3, 2, 1)-labeling problem is to find the smallest number λ3(G) such that there ex- ists an L(3, 2, 1)-labeling function with no label greater than it. This paper studies the problem for bipartite graphs. We obtain some bounds of λ3 for bipartite graphs and its subclasses. Moreover, we provide a best possible condition for a tree T such that λ3(T ) attains the minimum value. 展开更多
关键词 标记功能 二部图 非负整数 顶点集 危险品 最低值 函数 偶图
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Core Decomposition and Maintenance in Bipartite Graphs
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作者 Dongxiao Yu Lifang Zhang +2 位作者 Qi Luo Xiuzhen Cheng Zhipeng Cai 《Tsinghua Science and Technology》 SCIE EI CAS CSCD 2023年第2期292-309,共18页
The prevalence of graph data has brought a lot of attention to cohesive and dense subgraph mining.In contrast with the large number of indexes proposed to help mine dense subgraphs in general graphs,only very few inde... The prevalence of graph data has brought a lot of attention to cohesive and dense subgraph mining.In contrast with the large number of indexes proposed to help mine dense subgraphs in general graphs,only very few indexes are proposed for the same in bipartite graphs.In this work,we present the index called˛.ˇ/-core number on vertices,which reflects the maximal cohesive and dense subgraph a vertex can be in,to help enumerate the(α,β)-cores,a commonly used dense structure in bipartite graphs.To address the problem of extremely high time and space cost for enumerating the(α,β)-cores,we first present a linear time and space algorithm for computing the˛.ˇ/-core numbers of vertices.We further propose core maintenance algorithms,to update the core numbers of vertices when a graph changes by avoiding recalculations.Experimental results on different real-world and synthetic datasets demonstrate the effectiveness and efficiency of our algorithms. 展开更多
关键词 core decomposition core maintenance bipartite graph dense subgraph mining
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Weak External Bisection of Some Graphs
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作者 Yumin Liu 《Journal of Applied Mathematics and Physics》 2024年第1期91-97,共7页
Let G be a graph. A bipartition of G is a bipartition of V (G) with V (G) = V<sub>1</sub> ∪ V<sub>2</sub> and V<sub>1</sub> ∩ V<sub>2</sub> = ∅. If a bipartition satis... Let G be a graph. A bipartition of G is a bipartition of V (G) with V (G) = V<sub>1</sub> ∪ V<sub>2</sub> and V<sub>1</sub> ∩ V<sub>2</sub> = ∅. If a bipartition satisfies ∥V<sub>1</sub>∣ - ∣V<sub>2</sub>∥ ≤ 1, we call it a bisection. The research in this paper is mainly based on a conjecture proposed by Bollobás and Scott. The conjecture is that every graph G has a bisection (V<sub>1</sub>, V<sub>2</sub>) such that ∀v ∈ V<sub>1</sub>, at least half minuses one of the neighbors of v are in the V<sub>2</sub>;∀v ∈ V<sub>2</sub>, at least half minuses one of the neighbors of v are in the V<sub>1</sub>. In this paper, we confirm this conjecture for some bipartite graphs, crown graphs and windmill graphs. 展开更多
关键词 Weak External Bisection bipartite graph Windmill graph
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