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A Note to Non-adaptive Broadcasting 关于非适应性广播的说明
Pub Date : 2024-02-27 DOI: 10.1142/s0129626423400170
Saber Gholami, Hovhannes A. Harutyunyan
Broadcasting is a fundamental problem in the information dissemination area. In classical broadcasting, a message must be sent from one network member to all other members as rapidly as feasible. Although it has been demonstrated that this problem is NP-Hard for arbitrary graphs, it has several applications in various fields. As a result, the universal lists model, replicating real-world restrictions like the memory limits of nodes in large networks, is introduced as a branch of this problem in the literature. In the universal lists model, each node is equipped with a fixed list and has to follow the list regardless of the originator. In this study, we focus on the non-adaptive branch of universal lists broadcasting. In this regard, we establish the optimal broadcast time of [Formula: see text]-ary trees and binomial trees under the non-adaptive model and provide an upper bound for complete bipartite graphs. We also improved a general upper bound for trees under the same model and showed that our upper bound cannot be improved in general.
广播是信息传播领域的一个基本问题。在经典的广播中,必须以最快的速度将信息从一个网络成员发送给所有其他成员。尽管已经证明这个问题对于任意图都是 NP-Hard,但它在各个领域都有一些应用。因此,文献中引入了通用列表模型,作为该问题的一个分支,它复制了现实世界中的限制,如大型网络中节点的内存限制。在通用列表模型中,每个节点都有一个固定的列表,无论发起者是谁,都必须遵循该列表。在本研究中,我们重点关注通用列表广播的非适应性分支。在这方面,我们建立了非自适应模型下 [公式:见正文] -ary 树和二叉树的最优广播时间,并提供了完整二叉图的上界。我们还改进了同一模型下树的一般上界,并证明我们的上界在一般情况下无法改进。
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引用次数: 0
Semi-Supervised Node Classification via Semi-Global Graph Transformer Based on Homogeneity Augmentation 基于同质性增强的半全局图转换器半监督节点分类
Pub Date : 2023-05-05 DOI: 10.1142/s012962642340008x
Jin Li, Yisong Huang, Xinlong Chen, Yanglan Fu
As a kind of generalization of Transformers in the graph domain, Global Graph Transformers are good at learning distant knowledge by directly doing information interactions on complete graphs, which differs from Local Graph Transformers interacting on the original structures. However, we find that most prior works focus only on graph-level tasks (e.g., graph classification) and few Graph Transformer models can effectively solve node-level tasks, especially semi-supervised node classification, which obviously has important practical significance due to the limitation and expensiveness of these node labels. In order to fill this gap, this paper first summarizes the theoretical advantages of Graph Transformers. And based on some exploring experiments, we give some discussions on the main cause of their poor practical performance in semi-supervised node classifications. Secondly, based on this analysis, we design a three-stage homogeneity augmentation framework and propose a Semi-Global Graph Transformer. Considering both global and local perspectives, the proposed model combines various technologies including self-distillation, pseudo-label filtering, pre-training and fine-tuning, and metric learning. Furthermore, it simultaneously enhances the structure and the optimization, improving its effectiveness, scalability, and generalizability. Finally, extensive experiments on seven public homogeneous and heterophilous graph benchmarks show that the proposed method can achieve competitive or much better results compared to many baseline models including state-of-the-arts.
与局部图变换在原始结构上进行交互不同,全局图变换是在图域上的一种推广,它擅长通过直接在完全图上进行信息交互来学习远程知识。然而,我们发现大多数先前的工作只关注图级任务(如图分类),很少有graph Transformer模型可以有效地解决节点级任务,特别是半监督节点分类,由于这些节点标签的局限性和昂贵性,这显然具有重要的现实意义。为了填补这一空白,本文首先总结了图形变压器的理论优势。在探索性实验的基础上,讨论了它们在半监督节点分类中实际性能不佳的主要原因。其次,在此基础上,设计了一种三阶段同质性增强框架,并提出了一种半全局图转换器。考虑到全局和局部视角,该模型结合了各种技术,包括自蒸馏、伪标签过滤、预训练和微调以及度量学习。同时对系统结构进行了优化,提高了系统的有效性、可扩展性和通用性。最后,在7个公开的同质和异恋图基准上进行的大量实验表明,与包括最先进的基线模型在内的许多基线模型相比,所提出的方法可以获得具有竞争力或更好的结果。
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引用次数: 0
Relation-aware Graph Contrastive Learning 关系感知图对比学习
Pub Date : 2023-04-25 DOI: 10.1142/s0129626423400078
Bingshi Li, Jin Li, Yanglan Fu
Over the past few years, graph contrastive learning (GCL) has gained great success in processing unlabeled graph-structured data, but most of the existing GCL methods are based on instance discrimination task which typically learns representations by minimizing the distance between two versions of the same instance. However, different from images, which are assumed to be independently and identically distributed, graphs present relational information among data instances, in which each instance is related to others by links. Furthermore, the relations are heterogeneous in many cases. The instance discrimination task cannot make full use of the relational information inherent in the graph-structured data. To solve the above-mentioned problems, this paper proposes a relation-aware graph contrastive learning method, called RGCL. Aiming to capture the most important heterogeneous relations in the graph, RGCL explicitly models the edges, and then pulls semantically similar pairs of edges together and pushes dissimilar ones apart with contrastive regularization. By exploiting the full potential of the relationship among nodes, RGCL overcomes the limitations of previous GCL methods based on instance discrimination. The experimental results demonstrate that the proposed method outperforms a series of graph contrastive learning frameworks on widely used benchmarks, which justifies the effectiveness of our work.
近年来,图对比学习(GCL)在处理未标记的图结构数据方面取得了巨大的成功,但现有的GCL方法大多是基于实例识别任务,通常通过最小化同一实例的两个版本之间的距离来学习表征。然而,与假设图像是独立和相同分布的不同,图表示数据实例之间的关系信息,其中每个实例都通过链接与其他实例相关联。此外,在许多情况下,这些关系是异构的。实例识别任务不能充分利用图结构数据中固有的关系信息。为了解决上述问题,本文提出了一种关系感知的图对比学习方法RGCL。为了捕获图中最重要的异构关系,RGCL显式地对边缘进行建模,然后将语义相似的边缘拉到一起,并通过对比正则化将不相似的边缘分开。通过充分利用节点间关系的潜力,RGCL克服了以前基于实例识别的GCL方法的局限性。实验结果表明,该方法在广泛使用的基准上优于一系列图对比学习框架,证明了我们工作的有效性。
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引用次数: 0
4-Free Strong Digraphs with the Maximum Size 4个最大大小的免费强有向图
Pub Date : 2023-04-25 DOI: 10.1142/s0129626423500044
Qifan Zhang, Liqiong Xu, Yuqing Lin
Directed cycles in digraphs are useful in embedding linear arrays and rings, and are suitable for designing simple algorithm with low communication costs in parallel computer systems, thus the existence of directed cycles on digraphs has been largely investigated. Let [Formula: see text], [Formula: see text] be integers. Bermond et al. [Journal of Graph Theory 4(3) (1980) 337–341] proved that if the size of a strong digraph [Formula: see text] with order [Formula: see text] is at least [Formula: see text], then the girth of [Formula: see text] is no more than [Formula: see text]. Consequently, when [Formula: see text] is a 4-free strong digraph with order [Formula: see text], which means that every directed cycle in [Formula: see text] has length at least [Formula: see text], then the maximum size of [Formula: see text] is [Formula: see text]. In this paper, we mainly give the structural characterizations for all 4-free strong digraphs of order [Formula: see text] whose arc number exactly is [Formula: see text].
有向图上的有向环用于嵌入线性阵列和环,并且适合设计并行计算机系统中通信成本低的简单算法,因此对有向图上的有向环的存在性进行了大量的研究。设[公式:见文],[公式:见文]为整数。Bermond等[Journal of Graph Theory 4(3)(1980) 337-341]证明了如果有序的强有向图[公式:见文]的大小至少为[公式:见文],则[公式:见文]的周长不大于[公式:见文]。因此,当[Formula: see text]是一个顺序为[Formula: see text]的4-free强有向图时,这意味着[Formula: see text]中的每个有向循环的长度至少为[Formula: see text],则[Formula: see text]的最大大小为[Formula: see text]。本文主要给出了所有阶[公式:见文]且弧数恰好为[公式:见文]的4-自由强有向图的结构刻画。
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引用次数: 0
The Normalized Laplacian Spectrum of Folded Hypercube with Applications 折叠超立方体的归一化拉普拉斯谱及其应用
Pub Date : 2023-03-14 DOI: 10.1142/s0129626423300015
Baohua Niu, Shuming Zhou, Hong Zhang
In this work, we determine all the eigenvalues and their corresponding multiplicities of the normalized Laplacian matrix for folded hypercubes. Furthermore, we establish the explicit formula to calculate Kemeny’s constant for random walks on the folded hypercube, which indicates that its growth is roughly consistent with the network order. In addition, we also determine the number of spanning trees and degree-Kirchhoff index of folded hypercubes. Especially, we make some comparisons with that of hypercubes to verify that folded hypercubes have superior properties than hypercubes.
在这项工作中,我们确定了折叠超立方体的归一化拉普拉斯矩阵的所有特征值及其相应的多重性。此外,我们建立了计算折叠超立方体上随机行走的Kemeny常数的显式公式,表明其增长与网络顺序大致一致。此外,我们还确定了生成树的个数和折叠超立方体的度- kirchhoff指数。特别地,我们与超立方体进行了一些比较,以验证折叠超立方体比超立方体具有更优越的性质。
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引用次数: 0
An O(log(N)) Algorithm View: Reliability Evaluation of Folded-crossed Hypercube in Terms of h-extra Edge-connectivity O(log(N))算法视角:基于h-extra边连通性的折叠交叉超立方体可靠性评估
Pub Date : 2023-02-21 DOI: 10.1142/s0129626423500032
Hengji Qiao, Mingzu Zhang, Wenhuan Ma, Xing Yang
An interconnection network can be modelled as a connected graph [Formula: see text]. The reliability of interconnection networks is critical for multiprocessor systems. Several conditional edge-connectivities have been introduced in the past for accurately reflecting various realistic network situations, with the [Formula: see text]-extra edge-connectivity being one such conditional edge-connectivity. The [Formula: see text]-extra edge-connectivity of [Formula: see text], denoted by [Formula: see text], is the minimum cardinality of faulty edges whose deletion disconnects the graph [Formula: see text] with each resulting component containing at least [Formula: see text] processors. In general, for a connected graph [Formula: see text], determining whether the graph exists an [Formula: see text]-extra edge-cut is [Formula: see text]-hard. The folded-crossed hypercube [Formula: see text] is a variation of the crossed hypercube [Formula: see text] with [Formula: see text] processors. In this paper, after excavating the layer structure of folded-crossed hypercube, we investigate some recursive properties of [Formula: see text], based on some recursive properties, an effective [Formula: see text] algorithm of [Formula: see text]-extra edge-connectivity of folded-crossed hypercube is designed, which can determine the exact value and the [Formula: see text]-optimality of [Formula: see text] for each positive integer [Formula: see text]. Our results solve this problem thoroughly.
互连网络可以建模为连通图[公式:见正文]。互连网络的可靠性对多处理器系统至关重要。为了准确地反映各种现实网络情况,过去已经引入了几种条件边连接,其中[公式:见文本]-额外边连接就是这样一种条件边连接。[公式:见文]的[公式:见文]-额外边-连通性,用[公式:见文]表示,是错误边的最小基数,这些错误边的删除将图[公式:见文]与每个包含至少[公式:见文]处理器的结果组件断开连接。一般来说,对于连通图[公式:见文],确定图是否存在[公式:见文]-额外的边缘切割是[公式:见文]-很难。折叠交叉超立方体[公式:见文]是带有[公式:见文]处理器的交叉超立方体[公式:见文]的变体。本文在挖掘了折叠交叉超立方体的层结构后,研究了[公式:见文]的一些递归性质,在这些递归性质的基础上,设计了[公式:见文]-折叠交叉超立方体额外边连通性的有效[公式:见文]算法,该算法可以确定每个正整数[公式:见文]的精确值和[公式:见文]的最优性[公式:见文]。我们的研究结果彻底解决了这个问题。
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引用次数: 1
Online Parallel-Batch Scheduling of Learning Effect Jobs with Incompatible Job Families for Prefabricated Components 预制构件不兼容作业族学习效果作业的在线并行批调度
Pub Date : 2023-01-13 DOI: 10.1142/s0129626423400030
Na Li, Ran Ma
In the production scheduling of prefabricated components, we study an online [Formula: see text] parallel-batch machines scheduling model considering learning effect jobs with [Formula: see text] incompatible job families to minimize the makespan in this paper, where the capacity of batch is unbounded. Job families indicate that a job must belong to some job family and jobs of distinct job families are incapable to be executed in the same batch. The information of each job including its basic processing time [Formula: see text] and release time [Formula: see text] is unknown in advance and is revealed at the instant of its arrival. Moreover, the actual processing time of job [Formula: see text] with learning effect is [Formula: see text], where [Formula: see text] and [Formula: see text] are non-negative parameters and [Formula: see text] denotes the starting time of prefabricated job [Formula: see text], respectively. When [Formula: see text], we propose an online algorithm with a competitive ratio of [Formula: see text]. Furthermore, the performance of the online algorithm is demonstrated by numerical experiments.
在预制件生产调度中,研究了考虑学习效应作业的在线[公式:见文]并行批机调度模型,该模型具有[公式:见文]不相容作业族,且批容量无界,以最小化完工时间。作业族是指作业必须属于某个作业族,不同作业族的作业不能在同一批中执行。每个作业的基本加工时间[公式:见文]和放行时间[公式:见文]等信息是事先未知的,在作业到达的那一刻才会显示出来。具有学习效果的作业[公式:见文]的实际加工时间为[公式:见文],其中[公式:见文]和[公式:见文]为非负参数,[公式:见文]分别为预制作业[公式:见文]的开始时间。当[公式:见文]时,我们提出了一个竞争比为[公式:见文]的在线算法。最后,通过数值实验验证了该算法的有效性。
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引用次数: 0
A Production Plan Considering Parallel Machines and Deteriorating Effects: Minimizing the Makespan in the Section of Steel Box Girder Processing 考虑并行机和劣化效应的生产计划:最小化钢箱梁加工断面的最大完工时间
Pub Date : 2022-12-29 DOI: 10.1142/s0129626423400029
Xiao‐hai Yang, Ran Ma
With the popularization of energy conservation and emission reduction, amounts of industrial production has taken energy conservation as a goal to achieve. The paper considers an online parallel-batch scheduling problem with deteriorating and incompatible families on identical machines to minimize the makespan, which minimizes the maximum energy consumption of machines. Specifically, the processing time of job [Formula: see text] is defined by an increasing function of its starting time [Formula: see text], i.e., [Formula: see text], where [Formula: see text] is the deterioration rate of job [Formula: see text]. For the problem, we propose an online algorithm with a competitive ratio of [Formula: see text], where [Formula: see text] is the largest deterioration rate in an instance. Furthermore, the paper presents a concise computational study of the numerical experiment to show that our algorithm performs very well in practice of this model.
随着节能减排的普及,大量的工业生产已经把节能作为一个目标来实现。为了使机器的最大能耗最小,研究了同一机器上具有劣化和不相容家族的在线并行批调度问题。具体来说,作业的加工时间[公式:见文]是其开始时间[公式:见文]的递增函数,即[公式:见文],其中[公式:见文]是作业[公式:见文]的劣化率。针对该问题,我们提出了一种竞争比为[Formula: see text]的在线算法,其中[Formula: see text]是一个实例中最大的劣化率。此外,本文还对数值实验进行了简明的计算研究,表明该算法在该模型的实际应用中具有良好的性能。
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引用次数: 0
Revisiting OpenMP Auto-Scoping Rules 重新审视OpenMP自动作用域规则
Pub Date : 2022-12-20 DOI: 10.1142/s0129626423500020
V. Dimakopoulos, Aggelos Mourelis
Auto-scoping in OpenMP has been proposed as a means for relieving the programmer from the non-trivial effort of identifying the data sharing attributes of variables used within code regions that produce concurrency, such as parallel and task constructs. In this work we reconsider autoscoping on parallel constructs, including combined parallel-worksharing constructs. We first show that the current implementations do not always scope variables correctly in the presence of nested parallel constructs. We then proceed to extend the set of rules that guide the autoscoping decisions so as to handle nested constructs successfully. We also discuss how this functionality is implemented in the OMPi source-to-source OpenMP compiler.
OpenMP中的自动作用域被提议作为一种方法,以减轻程序员在识别产生并发性的代码区域(如并行和任务结构)中使用的变量的数据共享属性方面的繁重工作。在这项工作中,我们重新考虑了并行结构上的自动scoping,包括组合的并行工作共享结构。我们首先展示了当前的实现并不总是在嵌套并行结构中正确地作用于变量。然后,我们继续扩展指导自动作用域决策的规则集,以便成功地处理嵌套结构。我们还讨论了如何在OMPi源代码到源代码的OpenMP编译器中实现此功能。
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引用次数: 0
An Exact Solution Method for the Political Districting Problem 政治区划问题的精确求解方法
Pub Date : 2022-10-31 DOI: 10.1142/s0129626423400017
S. Chopra, Hyunwoo Park, Sangho Shim
Mehrotra, Johnson, and Nemhauser (1998) [Management Science 44, pp. 1100–1114] addressed a problem for political districting and developed an optimization based heuristic to find good districting plans which partition the population units into contiguous districts with equal populations. Their case study found a good South Carolina plan at a penalty cost of 68. This paper develops a strong integer programming model identifying the exact optimal solution. Our model identifies the optimal South Carolina plan at the minimum penalty of 64. Motivated by the 2019 lawsuit challenging the congressional plan as gerrymandering, we inspect the actual Maryland plan.
Mehrotra, Johnson和Nemhauser(1998)[管理科学44,pp. 1100-1114]解决了政治区划的问题,并开发了一种基于优化的启发式方法,以找到将人口单位划分为人口相等的连续地区的良好区划计划。他们的案例研究发现,南卡罗来纳州的一项好计划的罚款成本为68美元。本文建立了一个确定精确最优解的强整数规划模型。我们的模型确定了最低罚则为64的南卡罗来纳州最优计划。受2019年起诉国会计划为不公正划分选区的诉讼的启发,我们检查了马里兰州的实际计划。
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引用次数: 1
期刊
Parallel Process. Lett.
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