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Original optimal method to solve the all-pairs shortest path problem: Dhouib-matrix-ALL-SPP
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作者 Souhail Dhouib 《Data Science and Management》 2024年第3期206-217,共12页
The All-pairs shortest path problem(ALL-SPP)aims to find the shortest path joining all the vertices in a given graph.This study proposed a new optimal method,Dhouib-matrix-ALL-SPP(DM-ALL-SPP)to solve the ALL-SPP based... The All-pairs shortest path problem(ALL-SPP)aims to find the shortest path joining all the vertices in a given graph.This study proposed a new optimal method,Dhouib-matrix-ALL-SPP(DM-ALL-SPP)to solve the ALL-SPP based on column-row navigation through the adjacency matrix.DM-ALL-SPP is designed to generate in a single execution the shortest path with details among all-pairs of vertices for a graph with positive and negative weighted edges.Even for graphs with a negative cycle,DM-ALL-SPP reported a negative cycle.In addition,DM-ALL-SPP continues to work for directed,undirected and mixed graphs.Furthermore,it is characterized by two phases:the first phase consists of adding by column repeated(n)iterations(where n is the number of vertices),and the second phase resides in adding by row executed in the worst case(n∗log(n))iterations.The first phase,focused on improving the elements of each column by adding their values to each row and modifying them with the smallest value.The second phase is emphasized by rows only for the elements modified in the first phase.Different instances from the literature were used to test the performance of the proposed DM-ALL-SPP method,which was developed using the Python programming language and the results were compared to those obtained by the Floyd-Warshall algorithm. 展开更多
关键词 Artificial intelligence Operations research Combinatorial optimization Graph theory Network model all-pairs shortest paths problem Dhouib-matrix Intelligent networks
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A Practical Parallel Algorithm for All-Pair Shortest Path Based on Pipelining
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作者 Hua Wang Ling Tian Chun-Hua Jiang 《Journal of Electronic Science and Technology of China》 2008年第3期329-333,共5页
On the basis of Floyd algorithm with the extended path matrix, a parallel algorithm which resolves all-pair shortest path (APSP) problem on cluster environment is analyzed and designed. Meanwhile, the parallel APSP ... On the basis of Floyd algorithm with the extended path matrix, a parallel algorithm which resolves all-pair shortest path (APSP) problem on cluster environment is analyzed and designed. Meanwhile, the parallel APSP pipelining algorithm makes full use of overlapping technique between computation and communication. Compared with broadcast operation, the parallel algorithm reduces communication cost. This algorithm has been implemented on MPI on PC-cluster. The theoretical analysis and experimental results show that the parallel algorithm is an efficient and scalable algorithm. 展开更多
关键词 all-pair shortest path Floyd algorithm PIPELINING parallel algorithm
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Dtrie-allpair:高效的集合T-覆盖连接算法 被引量:2
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作者 贾连印 奚建清 +3 位作者 李孟娟 游进国 刘勇 苗德成 《华南理工大学学报(自然科学版)》 EI CAS CSCD 北大核心 2012年第6期109-117,共9页
传统的T-覆盖连接算法会因生成的候选集庞大而导致系统性能降低,为此,文中提出了一种基于trie的动态索引结构——DTI结构,并构建了基于该结构的相似度连接算法——Dtrie-allpair算法.通过该算法可以直接得到allpair连接的结果,不产生任... 传统的T-覆盖连接算法会因生成的候选集庞大而导致系统性能降低,为此,文中提出了一种基于trie的动态索引结构——DTI结构,并构建了基于该结构的相似度连接算法——Dtrie-allpair算法.通过该算法可以直接得到allpair连接的结果,不产生任何候选集,有效解决了高候选集产生的问题,克服了传统算法因生成并验证候选集而带来的开销.文中还研究了数据库中记录的顺序及记录中元素顺序对Dtrie-allpair算法性能的影响,并在msweb、msnbc两个数据集下对Dtrie-allpair算法与All-pair、PPJoin算法进行对比.结果表明:Dtrie-allpair算法具有明显的优势,覆盖阈值较小时优势更明显;对msweb数据集,阈值为2时,Dtrie-allpair算法的效率相对于All-pair、PPJoin算法提高近两个数量级;通过对数据集进行频率降序和长度升序组合预处理可大幅降低Dtrie-allpair算法访问的trie结点数量,从而显著提升性能. 展开更多
关键词 集合相似度 T-覆盖连接 覆盖阈值 基于trie的动态索引 all-pair算法 PP-Join算法 频率降序 长度升序
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