An All Pairs Shortest Path Algorithm for Dynamic Graphs

被引:0
|
作者
Alshammari, Muteb [1 ]
Rezgui, Abdelmounaam [2 ]
机构
[1] New Mexico Inst Min & Technol, Dept Comp Sci & Engn, Socorro, NM 87801 USA
[2] Illinois State Univ, Sch Informat Technol, Normal, IL 61790 USA
关键词
Dynamic graphs; shortest paths; APSP;
D O I
暂无
中图分类号
O1 [数学];
学科分类号
0701 ; 070101 ;
摘要
Graphs are mathematical structures used in many applications. In recent years, many applications emerged that require the processing of large dynamic graphs where the graph's structure and properties change constantly over time. Examples include social networks, communication networks, transportation networks, etc. One of the most challenging problems in large scale dynamic graphs is the all-pairs, shortest path (APSP) problem. Traditional solutions (based on Dijkstra's algorithms) to the APSP problem do not scale to large dynamic graphs with a high change frequency. In this paper, we propose an efficient APSP algorithm for large sparse dynamic graphs. We first present our algorithm and then we give an analytical evaluation of the proposed solution. We also present a thorough experimental study of our solution and compare it to two of the best known algorithms in the literature.
引用
收藏
页码:347 / 365
页数:19
相关论文
共 50 条
  • [1] An all-pairs shortest path algorithm for bipartite graphs
    Torgasin, Svetlana
    Zimmermann, Karl-Heinz
    OPEN COMPUTER SCIENCE, 2013, 3 (04) : 149 - 157
  • [2] A Supernodal All-Pairs Shortest Path Algorithm
    Sao, Piyush
    Kannan, Ramakrishnan
    Gera, Prasun
    Vuduc, Richard
    PROCEEDINGS OF THE 25TH ACM SIGPLAN SYMPOSIUM ON PRINCIPLES AND PRACTICE OF PARALLEL PROGRAMMING (PPOPP '20), 2020, : 250 - 261
  • [3] A faster all-pairs shortest path algorithm for real-weighted sparse graphs
    Pettie, S
    AUTOMATA, LANGUAGES AND PROGRAMMING, 2002, 2380 : 85 - 97
  • [4] GPU Implementation of All Pairs Shortest Path Algorithm for Graphs Using Triangular Matrix Method
    Umamaheswari, S.
    Abisheik, G.
    2016 EIGHTH INTERNATIONAL CONFERENCE ON ADVANCED COMPUTING (ICOAC), 2017, : 218 - 223
  • [5] On the all-pairs-shortest-path problem in unweighted undirected graphs
    Seidel, R
    JOURNAL OF COMPUTER AND SYSTEM SCIENCES, 1995, 51 (03) : 400 - 403
  • [6] On the all-pairs-shortest-path problem in unweighted undirected graphs
    Univ of California, Berkeley, Berkeley, United States
    J Comput Syst Sci, 3 (400-403):
  • [7] Experimental Analysis of Dynamic All Pairs Shortest Path Algorithms
    Demetrescu, Camil
    Italiano, Giuseppe F.
    ACM TRANSACTIONS ON ALGORITHMS, 2006, 2 (04)
  • [8] All-pairs shortest paths algorithm for highdimensional sparse graphs
    Urakov, A. R.
    Timeryaev, T., V
    PRIKLADNAYA DISKRETNAYA MATEMATIKA, 2013, 19 (01): : 84 - 92
  • [9] Dynamic approximate all-pairs shortest paths in undirected graphs
    Roditty, L
    Zwick, U
    45TH ANNUAL IEEE SYMPOSIUM ON FOUNDATIONS OF COMPUTER SCIENCE, PROCEEDINGS, 2004, : 499 - 508
  • [10] DYNAMIC APPROXIMATE ALL-PAIRS SHORTEST PATHS IN UNDIRECTED GRAPHS
    Roditty, Liam
    Zwick, Uri
    SIAM JOURNAL ON COMPUTING, 2012, 41 (03) : 670 - 683