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Convergence Properties of Dynamic Processes on Graphs 图上动态过程的收敛特性
Pub Date : 2024-05-30 DOI: arxiv-2406.05147
Timothy Horscroft
Theoretical computer science plays an important role in the understanding ofsocial networks and their properties. We can model information ripplingthroughout social networks, or the opinions of social media users for example,using graph theory and Markov chains. In this thesis, we model social networksas graphs, and consider two such processes: 1. Nodes talk to other nodes and find middle ground, causing their opinionsto come closer to consensus (the load balancing model) 2. All nodes take the maximum value of their neighbours in lockstep (thesynchronous maximum model) We study the convergence behaviours of each process, such as the eventualstate of the graph, the convergence time and the period. We provide proofs ofthe eventual states and periods for each of the above models, and theoreticalbounds for the worst case convergence times. We verify these with experiments,and explore further questions such as the average case convergence time ofvarious special classes of graphs, or the convergence times when the model isaltered slightly.
理论计算机科学在理解社交网络及其特性方面发挥着重要作用。我们可以利用图论和马尔可夫链对遍布社交网络的信息涟漪或社交媒体用户的观点等进行建模。在本论文中,我们将社交网络建模为图,并考虑了两个这样的过程:1.节点与其他节点对话并找到中间立场,使它们的意见更接近共识(负载均衡模型)。 2.所有节点同步取其邻居的最大值(同步最大值模型)。 我们研究了每个过程的收敛行为,如图的最终状态、收敛时间和周期。我们为上述每个模型的最终状态和周期提供了证明,并为最坏情况下的收敛时间提供了理论边界。我们用实验验证了这些,并探讨了更多问题,如各种特殊类别图的平均收敛时间,或模型稍有改变时的收敛时间。
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引用次数: 0
An Algorithm for the Euclidean Bounded Multiple Traveling Salesman Problem 欧氏有界多重旅行推销员问题的算法
Pub Date : 2024-05-28 DOI: arxiv-2405.18615
Víctor Pacheco-Valencia, Nodari Vakhania
In the Bounded Multiple Traveling Salesman Problem (BMTSP), a tour for eachsalesman, that starts and ends at the depot and that respects the bounds on thenumber of cities that a feasible salesman tour should satisfy, is to beconstructed. The objective is to minimize the total length of all tours.Already Euclidean traveling salesman problem is NP-hard. We propose a 3-Phaseheuristic algorithm for the Euclidean BMTSP. We tested the algorithm for the 22benchmark instances and 168 new problem instances that we created. We report 19best known solutions for the 22 benchmark instances including the 12 largestones. For the newly created instances, we compared the performance of ouralgorithm with that of an ILP-solver CPLEX, which was able to construct afeasible solution for 71% of the instances within the time limit of two hoursimposed by us. For about 10% of the smallest new instances, CPLEX deliveredslightly better solutions, where our algorithm took less than 180 seconds forthe largest of these instances. For the remaining 61% of the instances solvedby CPLEX, the solutions by our heuristic were, on average, about 21.5% betterthan those obtained by CPLEX.
在有界多重旅行推销员问题(BMTSP)中,需要为每个推销员建立一个起点和终点都在仓库的旅行线路,并遵守可行的推销员旅行线路应满足的城市数量限制。目标是最小化所有旅行的总长度。我们提出了一种欧氏 BMTSP 的三阶段启发式算法。我们测试了该算法的 22 个基准实例和我们创建的 168 个新问题实例。我们报告了 22 个基准实例的 19 个已知最优解,其中包括 12 个最大解。对于新创建的实例,我们将我们算法的性能与 ILP 求解器 CPLEX 的性能进行了比较,后者能够在我们规定的两小时时限内为 71% 的实例构建可行的解决方案。对于大约 10%的最小新实例,CPLEX 提供了略好的解决方案,而我们的算法对于其中最大的实例只用了不到 180 秒。对于 CPLEX 所求解的其余 61% 的实例,我们的启发式算法的求解结果平均比 CPLEX 的求解结果好 21.5%。
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引用次数: 0
An Algorithm for the Decomposition of Complete Graph into Minimum Number of Edge-disjoint Trees 将完整图分解为最少边相交树的算法
Pub Date : 2024-05-28 DOI: arxiv-2405.18506
Antika Sinha, Sanjoy Kumar Saha, Partha Basuchowdhuri
In this work, we study methodical decomposition of an undirected, unweightedcomplete graph ($K_n$ of order $n$, size $m$) into minimum number ofedge-disjoint trees. We find that $x$, a positive integer, is minimum and$x=lceilfrac{n}{2}rceil$ as the edge set of $K_n$ is decomposed intoedge-disjoint trees of size sequence $M = {m_1,m_2,...,m_x}$ where$m_ile(n-1)$ and $Sigma_{i=1}^{x} m_i$ = $frac{n(n-1)}{2}$. For decomposingthe edge set of $K_n$ into minimum number of edge-disjoint trees, our proposedalgorithm takes total $O(m)$ time.
在这项工作中,我们研究了将一个无向、无权重的完整图(阶数 $n$,大小 $m$的 $K_n$)分解为最少边相交树的方法。我们发现正整数 $x$ 是最小值,并且 $x=lceilfrac{n}{2}rceil$ 作为 $K_n$ 的边集被分解为大小为 $M = {m_1,m_2,...,m_x} 的边相交树。...,m_x}$,其中$m_ile(n-1)$ 和$Sigma_{i=1}^{x} m_i$ = $frac{n(n-1)}{2}$。为了把 $K_n$ 的边集分解成最少的边相交树,我们提出的算法总共需要 $O(m)$ 时间。
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引用次数: 0
Dual VC Dimension Obstructs Sample Compression by Embeddings 双 VC 维度阻碍嵌入式样本压缩
Pub Date : 2024-05-27 DOI: arxiv-2405.17120
Zachary Chase, Bogdan Chornomaz, Steve Hanneke, Shay Moran, Amir Yehudayoff
This work studies embedding of arbitrary VC classes in well-behaved VCclasses, focusing particularly on extremal classes. Our main result expressesan impossibility: such embeddings necessarily require a significant increase indimension. In particular, we prove that for every $d$ there is a class with VCdimension $d$ that cannot be embedded in any extremal class of VC dimensionsmaller than exponential in $d$. In addition to its independent interest, this result has an importantimplication in learning theory, as it reveals a fundamental limitation of oneof the most extensively studied approaches to tackling the long-standing samplecompression conjecture. Concretely, the approach proposed by Floyd and Warmuthentails embedding any given VC class into an extremal class of a comparabledimension, and then applying an optimal sample compression scheme for extremalclasses. However, our results imply that this strategy would in some casesresult in a sample compression scheme at least exponentially larger than whatis predicted by the sample compression conjecture. The above implications follow from a general result we prove: any extremalclass with VC dimension $d$ has dual VC dimension at most $2d+1$. This bound isexponentially smaller than the classical bound $2^{d+1}-1$ of Assouad, whichapplies to general concept classes (and is known to be unimprovable for someclasses). We in fact prove a stronger result, establishing that $2d+1$ upperbounds the dual Radon number of extremal classes. This theorem represents anabstraction of the classical Radon theorem for convex sets, extending itsapplicability to a wider combinatorial framework, without relying on thespecifics of Euclidean convexity. The proof utilizes the topological method andis primarily based on variants of the Topological Radon Theorem.
这项工作研究的是任意 VC 类在良好 VC 类中的嵌入,尤其侧重于极值类。我们的主要结果表明了不可能性:这种嵌入必然要求显著增加维数。特别是,我们证明,对于每一个维度为 $d$ 的类,都有一个维度为 $d$ 的类无法嵌入到维度小于 $d$ 指数的任何极值类中。除了其独立的意义之外,这一结果在学习理论中也有重要的影响,因为它揭示了解决长期存在的样本压缩猜想的最广泛研究方法之一的根本局限性。具体来说,Floyd 和 Warmuthen 提出的方法是将任何给定的 VC 类嵌入到一个具有可比维度的极值类中,然后为极值类应用最优样本压缩方案。然而,我们的结果表明,这种策略在某些情况下会导致样本压缩方案比样本压缩猜想所预测的至少大指数级。上述影响来自我们证明的一个一般结果:任何具有 VC 维度 $d$ 的极值类,其对偶 VC 维度最多为 2d+1$。这个界限比阿苏阿德的经典界限 2^{d+1}-1$ 成指数地小,后者适用于一般概念类(已知对某些类是不可改进的)。事实上,我们证明了一个更强的结果,即 2d+1$ 是极值类的对偶拉顿数的上限。该定理是对凸集经典 Radon 定理的抽象,将其适用性扩展到更广泛的组合框架,而不依赖于欧几里得凸性的特异性。证明采用拓扑方法,主要基于拓扑拉顿定理的变体。
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引用次数: 0
Remote control system of a binary tree of switches -- II. balancing for a perfect binary tree 开关二叉树远程控制系统 -- II. 完美二叉树的平衡
Pub Date : 2024-05-27 DOI: arxiv-2405.16968
Olivier Golinelli
We study a tree coloring model introduced by Guidon (2018), initially basedon an analogy with a remote control system of a rail yard, seen as switches ona binary tree. For a given binary tree, we formalize the constraints on thecoloring, in particular the distribution of the nodes among colors. FollowingGuidon, we are interested in balanced colorings i.e. colorings which minimizethe maximum size of the subsets of the tree nodes distributed by color. Withhis method, we present balanced colorings for trees of height up to 7. But hismethod seems difficult to apply for trees of greater height. Also we presentanother method which gives solutions for arbitrarily large trees. We illustrateit with a balanced coloring for height 8. In the appendix, we give the exactformulas and the asymptotic behavior of the number of colorings as a functionof the height of the tree.
我们研究了 Guidon(2018)引入的树着色模型,该模型最初基于铁路货场远程控制系统的类比,被视为二叉树上的开关。对于给定的二叉树,我们形式化了着色的约束条件,尤其是节点在不同颜色之间的分布。按照吉登的方法,我们对平衡着色感兴趣,即着色能使按颜色分布的树节点子集的最大尺寸最小化。通过这种方法,我们提出了高度不超过 7 的树的平衡着色方法,但他的方法似乎难以应用于高度更大的树。此外,我们还提出了另一种方法,它可以给出任意大树的解决方案。我们用高度为 8 的平衡着色来说明。在附录中,我们给出了着色数作为树高函数的精确公式和渐近行为。
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引用次数: 0
Remote control system of a binary tree of switches -- I. constraints and inequalities 开关二叉树远程控制系统 -- I. 约束条件和不等式
Pub Date : 2024-05-27 DOI: arxiv-2405.16938
Olivier Golinelli
We study a tree coloring model introduced by Guidon (2018), initially basedon an analogy with a remote control system of a rail yard, seen as a switchtree. For a given rooted tree, we formalize the constraints on the coloring, inparticular on the minimum number of colors, and on the distribution of thenodes among colors. We show that the sequence $(a_1,a_2,a_3,cdots)$, where$a_i$ denotes the number of nodes with color $i$, satisfies a set ofinequalities which only involve the sequence $(n_0,n_1,n_2,cdots)$ where $n_i$denotes the number of nodes with height $i$. By coloring the nodes according totheir depth, we deduce that these inequalities also apply to the sequence$(d_0,d_1,d_2,cdots)$ where $d_i$ denotes the number of nodes with depth $i$.
我们研究了 Guidon(2018)引入的树着色模型,该模型最初基于对铁路货场远程控制系统的类比,被视为开关树。对于给定的有根树,我们形式化了着色的约束,特别是颜色的最小数量,以及颜色间节点的分布。我们证明,序列 $(a_1,a_2,a_3,cdots)$(其中 $a_i$ 表示具有颜色 $i$ 的节点数)满足一组只涉及序列 $(n_0,n_1,n_2,cdots)$(其中 $n_i$ 表示具有高度 $i$ 的节点数)的内定式。通过根据节点的深度对节点着色,我们可以推导出这些不等式也适用于序列$(d_0,d_1,d_2,cdots)$,其中$d_i$表示深度为$i$的节点数。
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引用次数: 0
Detection of decision-making manipulation in the pairwise comparisons method 成对比较法中决策操纵的检测
Pub Date : 2024-05-26 DOI: arxiv-2405.16693
Michał Strada, Sebastian Ernst, Jacek Szybowski, Konrad Kułakowski
Most decision-making models, including the pairwise comparison method, assumethe decision-makers honesty. However, it is easy to imagine a situation where adecision-maker tries to manipulate the ranking results. This paper presentsthree simple manipulation methods in the pairwise comparison method. We thentry to detect these methods using appropriately constructed neural networks.Experimental results accompany the proposed solutions on the generated data,showing a considerable manipulation detection level.
大多数决策模型,包括成对比较法,都假定决策者是诚实的。然而,很容易想象出决策者试图操纵排序结果的情况。本文介绍了成对比较法中三种简单的操纵方法。实验结果表明,所提出的解决方案在生成的数据上显示出了相当高的操纵检测水平。
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引用次数: 0
Soft happy colourings and community structure of networks 网络的软快乐色彩和群落结构
Pub Date : 2024-05-24 DOI: arxiv-2405.15663
Mohammad H. Shekarriz, Dhananjay Thiruvady, Asef Nazari, Rhyd Lewis
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{"title":"Soft happy colourings and community structure of networks","authors":"Mohammad H. Shekarriz, Dhananjay Thiruvady, Asef Nazari, Rhyd Lewis","doi":"arxiv-2405.15663","DOIUrl":"https://doi.org/arxiv-2405.15663","url":null,"abstract":"For $0<rholeq 1$, a $rho$-happy vertex $v$ in a coloured graph $G$ has at\u0000least $rhocdot mathrm{deg}(v)$ same-colour neighbours, and a $rho$-happy\u0000colouring (aka soft happy colouring) of $G$ is a vertex colouring that makes\u0000all the vertices $rho$-happy. A community is a subgraph whose vertices are\u0000more adjacent to themselves than the rest of the vertices. Graphs with\u0000community structures can be modelled by random graph models such as the\u0000stochastic block model (SBM). In this paper, we present several theorems\u0000showing that both of these notions are related, with numerous real-world\u0000applications. We show that, with high probability, communities of graphs in the\u0000stochastic block model induce $rho$-happy colouring on all vertices if certain\u0000conditions on the model parameters are satisfied. Moreover, a probabilistic\u0000threshold on $rho$ is derived so that communities of a graph in the SBM induce\u0000a $rho$-happy colouring. Furthermore, the asymptotic behaviour of $rho$-happy\u0000colouring induced by the graph's communities is discussed when $rho$ is less\u0000than a threshold. We develop heuristic polynomial-time algorithms for soft\u0000happy colouring that often correlate with the graphs' community structure.\u0000Finally, we present an experimental evaluation to compare the performance of\u0000the proposed algorithms thereby demonstrating the validity of the theoretical\u0000results.","PeriodicalId":501216,"journal":{"name":"arXiv - CS - Discrete Mathematics","volume":"27 1","pages":""},"PeriodicalIF":0.0,"publicationDate":"2024-05-24","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141172981","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Practical $0.385$-Approximation for Submodular Maximization Subject to a Cardinality Constraint 受 Cardinality 约束的子模块最大化的 0.385$$ 实用近似值
Pub Date : 2024-05-22 DOI: arxiv-2405.13994
Murad Tukan, Loay Mualem, Moran Feldman
Non-monotone constrained submodular maximization plays a crucial role invarious machine learning applications. However, existing algorithms oftenstruggle with a trade-off between approximation guarantees and practicalefficiency. The current state-of-the-art is a recent $0.401$-approximationalgorithm, but its computational complexity makes it highly impractical. Thebest practical algorithms for the problem only guarantee $1/e$-approximation.In this work, we present a novel algorithm for submodular maximization subjectto a cardinality constraint that combines a guarantee of $0.385$-approximationwith a low and practical query complexity of $O(n+k^2)$. Furthermore, weevaluate the empirical performance of our algorithm in experiments based onvarious machine learning applications, including Movie Recommendation, ImageSummarization, and more. These experiments demonstrate the efficacy of ourapproach.
在各种机器学习应用中,非单调约束子模最大化起着至关重要的作用。然而,现有算法经常在近似保证和实用效率之间权衡挣扎。目前最先进的算法是一种最新的 0.401 美元近似算法,但其计算复杂度使其非常不实用。在这项研究中,我们提出了一种新的算法,用于在卡方约束条件下的子模块最大化,该算法既保证了 0.385 美元的近似率,又具有较低且实用的查询复杂度(O(n+k^2)美元)。此外,我们还在基于各种机器学习应用的实验中评估了我们算法的经验性能,包括电影推荐、图像摘要等。这些实验证明了我们方法的有效性。
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引用次数: 0
Counting overlapping pairs of strings 计算字符串的重叠对
Pub Date : 2024-05-15 DOI: arxiv-2405.09393
Eric Rivals, Pengfei Wang
A correlation is a binary vector that encodes all possible positions ofoverlaps of two words, where an overlap for an ordered pair of words (u,v)occurs if a suffix of word u matches a prefix of word v. As multiple pairs canhave the same correlation, it is relevant to count how many pairs of wordsshare the same correlation depending on the alphabet size and word length n. Weexhibit recurrences to compute the number of such pairs -- which is termedpopulation size -- for any correlation; for this, we exploit a relationshipbetween overlaps of two words and self-overlap of one word. This theorem allowsus to compute the number of pairs with a longest overlap of a given length andto show that the expected length of the longest border of two wordsasymptotically diverges, which solves two open questions raised by Gabric in2022. Finally, we also provide bounds for the asymptotic of the populationratio of any correlation. Given the importance of word overlaps in areas likeword combinatorics, bioinformatics, and digital communication, our results mayease analyses of algorithms for string processing, code design, or genomeassembly.
相关性是一个二进制向量,它编码了两个单词重叠的所有可能位置,其中,如果单词 u 的后缀与单词 v 的前缀相匹配,则有序单词对 (u,v) 会发生重叠。由于多个单词对可能具有相同的相关性,因此,根据字母表大小和单词长度 n 来计算有多少单词对具有相同的相关性是非常重要的。为此,我们利用了两个词的重叠和一个词的自重叠之间的关系。利用这一定理,我们可以计算出具有给定长度的最长重叠的词对数量,并证明两个词的最长边界的预期长度近似发散,从而解决了加布里克在 2022 年提出的两个悬而未决的问题。最后,我们还给出了任何相关性的人口比率的渐近边界。鉴于单词重叠在单词组合学、生物信息学和数字通信等领域的重要性,我们的结果可能有助于分析字符串处理、代码设计或基因组组装的算法。
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引用次数: 0
期刊
arXiv - CS - Discrete Mathematics
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