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Parallel-Based Techniques for Managing and Analyzing the Performance on Semantic Graph 基于并行的语义图性能管理与分析技术
Pub Date : 2020-06-01 DOI: 10.1142/s0129626420500073
A. Algosaibi, K. Ragab, Saleh Albahli
In recent years, data are generated rapidly that advanced the evolving of the linked data. Modern data are globally distributed over the semantically linked graphs. The nature of the distributed data over the semantic graph raised new demands on further investigation on improving performance on the semantic graphs. In this work, we analyzed the time latency as an important factor to be further investigated and improved. We evaluated the parallel computing on these distributed data in order to better utilize the parallelism approaches. A federation framework based on a multi-threaded environment supporting federated SPARQL query was introduced. In our experiments, we show the achievability and effectiveness of our model on a set of real-world quires through real-world Linked Open Data cloud. Significant performance improvement has noticed. Further, we highlight short-comings that could open an avenue in the research of federated queries. Keywords: Semantic web; distributed query processing; query federation; linked data; join methods.
近年来,数据的快速生成推动了关联数据的发展。现代数据是全局分布在语义链接图上的。语义图上分布式数据的特性对进一步研究如何提高语义图的性能提出了新的要求。在这项工作中,我们分析了时间延迟是一个需要进一步研究和改进的重要因素。为了更好地利用并行方法,我们对这些分布式数据的并行计算进行了评估。介绍了一个基于支持联邦SPARQL查询的多线程环境的联邦框架。在我们的实验中,我们通过现实世界的关联开放数据云在一组现实世界的查询上展示了我们的模型的可实现性和有效性。显著的性能改进已被注意到。此外,我们强调了可能为联邦查询研究开辟道路的缺点。关键词:语义网;分布式查询处理;查询联合会;关联数据;连接方法。
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引用次数: 1
All Nearest Smallers Made Simple 所有最近的小的变得简单
Pub Date : 2020-06-01 DOI: 10.1142/s0129626420500085
Sanjeev Saxena
In this paper, a parallel algorithm for all nearest smallers problem without using doubly logarithmic tree is described. It is shown that using only [Formula: see text] time routines for merging and prefix minima, we can easily get an [Formula: see text] time parallel algorithm for the all Nearest Smallers problem.
本文描述了一种不使用双对数树的所有最近的小问题的并行算法。结果表明,仅使用[公式:见文]的时间例程进行合并和前缀最小,我们就可以很容易地得到一个求解所有最近的小问题的[公式:见文]时间并行算法。
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引用次数: 0
Reliability Analysis of the Generalized Exchanged Hypercube 广义交换超立方体的可靠性分析
Pub Date : 2020-06-01 DOI: 10.1142/s0129626420500097
Qifan Zhang, Liqiong Xu, Weihua Yang, Shanshan Yin
Let [Formula: see text] be a non-complete graph, a subset [Formula: see text] is called a [Formula: see text]-component cut of [Formula: see text], if [Formula: see text] is disconnected and has at least [Formula: see text] components. The cardinality of the minimum [Formula: see text]-component cut is the [Formula: see text]-component connectivity of [Formula: see text] and is denoted by [Formula: see text]. The [Formula: see text]-component connectivity is a natural extension of the classical connectivity. As an application, the [Formula: see text]-component connectivity can be used to evaluate the reliability and fault tolerance of an interconnection network structure based on a graph model. In a previous work, E. Cheng et al. obtained the [Formula: see text]-component connectivity of the generalized exchanged hypercube [Formula: see text] for [Formula: see text] and [Formula: see text]. In this paper, we continue the work and determine that [Formula: see text] for [Formula: see text]. Moreover, we show that every optimal [Formula: see text]-component cut of [Formula: see text] is trivial for [Formula: see text] and [Formula: see text].
设[Formula: see text]是一个非完全图,如果[Formula: see text]是不相连的,并且至少有[Formula: see text]个组件,则[Formula: see text]的子集[Formula: see text]被称为[Formula: see text]的[Formula: see text]组件切割。最小[公式:见文]-分量分割的基数是[公式:见文]的[公式:见文]-分量连通性,用[公式:见文]表示。组件连通性是经典连通性的自然延伸。作为一种应用,[公式:见文]-组件连通性可用于基于图模型的互连网络结构的可靠性和容错性评估。E. Cheng等人在之前的工作中得到了[公式:见文]和[公式:见文]的广义交换超立方体[公式:见文]的分量连通性[公式:见文]。在本文中,我们继续工作,并确定[公式:见文]为[公式:见文]。此外,我们还证明,对于[公式:见文本]和[公式:见文本]而言,[公式:见文本]的每个最优[公式:见文本]-组件切割都是微不足道的。
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引用次数: 0
Batched computation of the singular value decompositions of order two by the AVX-512 vectorization AVX-512矢量化的二阶奇异值分解的批量计算
Pub Date : 2020-05-15 DOI: 10.1142/S0129626420500152
Vedran Novakovi'c
In this paper a vectorized algorithm for simultaneously computing up to eight singular value decompositions (SVDs, each of the form $A=USigma V^{ast}$) of real or complex matrices of order two is proposed. The algorithm extends to a batch of matrices of an arbitrary length $n$, that arises, for example, in the annihilation part of the parallel Kogbetliantz algorithm for the SVD of a square matrix of order $2n$. The SVD algorithm for a single matrix of order two is derived first. It scales, in most instances error-free, the input matrix $A$ such that its singular values $Sigma_{ii}$ cannot overflow whenever its elements are finite, and then computes the URV factorization of the scaled matrix, followed by the SVD of a non-negative upper-triangular middle factor. A vector-friendly data layout for the batch is then introduced, where the same-indexed elements of each of the input and the output matrices form vectors, and the algorithm's steps over such vectors are described. The vectorized approach is then shown to be about three times faster than processing each matrix in isolation, while slightly improving accuracy over the straightforward method for the $2times 2$ SVD.
本文提出了一种同时计算2阶实数或复数矩阵最多8个奇异值分解的矢量化算法,每个奇异值分解的形式为$ a =USigma V^{ast}$。该算法扩展到任意长度$n$的一批矩阵,例如,出现在并行Kogbetliantz算法的湮灭部分,用于求阶为$2n$的方阵的SVD。首先推导了单二阶矩阵的奇异值分解算法。在大多数情况下,它对输入矩阵$A$进行缩放,使其奇异值$Sigma_{ii}$在其元素有限时不会溢出,然后计算缩放后的矩阵的URV分解,然后计算非负上三角形中间因子的SVD。然后引入批处理的向量友好型数据布局,其中每个输入和输出矩阵的相同索引元素形成向量,并描述算法在这些向量上的步骤。然后,向量化方法被证明比单独处理每个矩阵快三倍左右,同时对$2 × 2$ SVD的精度略高于直接方法。
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引用次数: 4
A Short Note of Strong Matching Preclusion for a Class of Arrangement Graphs 一类排图的强匹配排除简记
Pub Date : 2020-03-17 DOI: 10.1142/s0129626420500012
Shuangshuang Zhang, Yuzhi Xiao, Xia Liu, J. Yin
The strong matching preclusion number of a graph is the minimum number of vertices and edges whose deletion results in a graph that has neither perfect matchings nor almost perfect matchings. The s...
图的强匹配排除数是图的顶点和边的最小数量,删除这些顶点和边会导致图既没有完美匹配,也没有几乎完美匹配。年代……
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引用次数: 0
The Connectivity of Exchanged Folded Hypercube 交换折叠超立方体的连通性
Pub Date : 2020-03-17 DOI: 10.1142/s0129626420500036
Wantao Ning
Based on exchanged hypercube, a new interconnection network, exchanged folded hypercube, was proposed recently. It has better properties than other variations of hypercube in some areas. In this wo...
在交换超立方体的基础上,最近提出了一种新的互连网络——交换折叠超立方体。在某些方面,它比其他超立方体变体具有更好的性能。在这个世界上……
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引用次数: 2
Parallel Nesterov Domain Decomposition Method for Elliptic Partial Differential Equations 椭圆型偏微分方程的平行Nesterov区域分解方法
Pub Date : 2020-03-17 DOI: 10.1142/s0129626420500048
Firmin Andzembe Okoubi, J. Koko
We study a parallel non-overlapping domain decomposition method, based on the Nesterov accelerated gradient descent, for the numerical approximation of elliptic partial differential equations. The ...
研究了一种基于Nesterov加速梯度下降的椭圆型偏微分方程的并行无重叠区域分解方法。…
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引用次数: 0
Shortest Path Computing in Directed Graphs with Weighted Edges Mapped on Random Networks of Memristors 随机忆阻器网络上加权边有向图的最短路径计算
Pub Date : 2020-03-01 DOI: 10.1142/s0129626420500024
C. Fernandez, I. Vourkas, A. Rubio
To accelerate the execution of advanced computing tasks, in-memory computing with resistive memory provides a promising solution. In this context, networks of memristors could be used as parallel computing medium for the solution of complex optimization problems. Lately, the solution of the shortest-path problem (SPP) in a two-dimensional memristive grid has been given wide consideration. Some still open problems in such computing approach concern the time required for the grid to reach to a steady state, and the time required to read the result, stored in the state of a subset of memristors that represent the solution. This paper presents a circuit simulation-based performance assessment of memristor networks as SPP solvers. A previous methodology was extended to support weighted directed graphs. We tried memristor device models with fundamentally different switching behavior to check their suitability for such applications and the impact on the timely detection of the solution. Furthermore, the requirement of binary vs. analog operation of memristors was evaluated. Finally, the memristor network-based computing approach was compared to known algorithmic solutions to the SPP over a large set of random graphs of different sizes and topologies. Our results contribute to the proper development of bio-inspired memristor network-based SPP solvers.
为了加速高级计算任务的执行,使用电阻存储器的内存计算提供了一个很有前途的解决方案。在这种情况下,忆阻器网络可以作为求解复杂优化问题的并行计算媒介。近年来,二维记忆网格中最短路径问题的求解得到了广泛的研究。在这种计算方法中,一些仍然存在的问题涉及到电网达到稳定状态所需的时间,以及读取结果所需的时间,这些结果存储在代表解决方案的忆阻器子集的状态中。本文提出了基于电路仿真的记忆电阻网络作为SPP求解器的性能评估方法。以前的方法被扩展到支持加权有向图。我们尝试了具有完全不同开关行为的忆阻器器件模型,以检查它们对此类应用的适用性以及对及时检测解决方案的影响。此外,还评估了忆阻器对二进制和模拟操作的要求。最后,将基于忆阻网络的计算方法与已知的基于不同大小和拓扑的随机图的SPP算法解决方案进行了比较。我们的研究结果有助于基于生物记忆电阻网络的SPP求解器的适当发展。
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引用次数: 1
A Note on the Connectivity of m-Ary n-Dimensional Hypercubes 关于m-任意n维超立方体的连通性的一个注记
Pub Date : 2019-12-08 DOI: 10.1142/s0129626419500178
Shiying Wang, Mujiangshan Wang
Connectivity plays an important role in measuring the fault tolerance of interconnection networks. As a topology structure of interconnection networks, the m-ary n-dimensional hypercube HCnm has ma...
连通性是衡量互联网络容错能力的重要指标。作为互连网络的一种拓扑结构,m- n维超立方体HCnm具有广泛的应用前景。
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引用次数: 0
A Sorting Network on Trees 树上的排序网络
Pub Date : 2019-12-01 DOI: 10.1142/s0129626419500154
Avah Banerjee, D. Richards
Sorting networks are a class of parallel oblivious sorting algorithms. Not only do they have interesting theoretical properties but they can be fabricated. A sorting network is a sequence of parall...
排序网络是一类并行遗忘排序算法。它们不仅具有有趣的理论性质,而且可以被制造出来。排序网络是一个平行的…
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引用次数: 0
期刊
Parallel Process. Lett.
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