期刊文献+

一种新的基于递归分解的图可达性查询算法 被引量:2

New way based on RDD to evaluate graph reachability queries
下载PDF
导出
摘要 针对现实中许多超大规模图可达性查询的问题,提出了一种新的基于递归分解的算法,即将原图递归分解成一系列生成树和剩余图两类子图,并通过分别查询这两类子图来减少查询开销。相比于区间标记、链分解、2-hop标签和路径树等传统算法,该算法不仅空间开销更小,且时间复杂度更低。仿真实验表明,该算法对处理大规模有向图可达性问题上存储规模更小且查询效率更高。 For many large scale graph reachability query problems in reality,this paper proposed a new algorithm based on RDD which decomposed a graph into a series of spanning trees and a residue graph. In this way,it transformed any reachability query into these two queries to reduce the cost. Compared with the traditional algorithms,like interval labeling,chain decomposition,2-hop labeling,and path-trees etc,this algorithm could lead to smaller space overhead,and lesser time complexity. The simulation illustrates that the algorithm has a smaller storage and more effectively to deal with the large scale groph reachability query problem.
出处 《计算机应用研究》 CSCD 北大核心 2014年第12期3591-3595,3598,共6页 Application Research of Computers
基金 国家自然科学基金资助项目(61171190)
关键词 有向图 生成树 可达性查询 递归图分解 directed graphs spanning trees reachability queries RDD
  • 相关文献

参考文献13

  • 1AGRAWAL R, BORGIDA A, JAGADISH H V. Efficient manage- ment of transitive relationships in large data and knowledge bases [C]//Proc of ACM SIGMOD International Conference on Manage- ment of Data. New York : ACM Press, 1989:253-262.
  • 2CHENG Jie-feng, YU J, LIN Xue-min, et al. Fast computation of reachability labeling for large graphs [ C ]//Proc of the 10th Interma- tional Conference on Extending Database Technoloty. 2006:26-31.
  • 3CHEN Yang-jun. General spanning trees and reachability query eva- luation[ C ]//Proc of the 2nd Canadian Conference on Computer Scie- nce and Software Engineering. New York : ACM Press, 2009 : 243- 252.
  • 4JAGADISH H V. A compression technique to materialize transitive closure [ J ]. ACM Trans on Database Systems, 1990,15 ( 4 ) : 558- 598.
  • 5YILDIRIM H, CHAOJI V,ZAKI M J. GRAIL: scalable reachability index for large graphs [ J ]. VLDB Endowment, 2010,3 ( 1 ) : 276- 284.
  • 6WANG Hai-xun, HE Hao, YANG Jun, et al. Dual labeling: answe- ring graph reachability queries in constant time [ C ]//Proc of Interna- tional Conference on Data Engineering. 2006.
  • 7舒虎,崇志宏,倪巍伟,卢山,徐立臻.X-Hop:传递闭包的多跳数压缩存储和快速可达性查询[J].计算机科学,2012,39(3):144-148. 被引量:4
  • 8COHEN E, HALPERIN E, KAPLAN H, et al. Reaehability and dis- tance queries via 2-hop labels [ J ]. SIAM Journal on Computing, 2003,32 ( 5 ) : 338-1355.
  • 9CHEN Yang-jun, CHEN Yi-bin. An efficient algorithm for answering graph reachability queries [ C ]//Proc of the 24th International Confe- rence on Data Engineering. 2008:892-901.
  • 10JIN Ruo-ming, RUAN Ning, XIANG Yang, et al. Path-tree: an effi- cient reachability indexing scheme for large directed graphs[ J]. ACM Trans on Database Systems ,2011,1 ( 1 ) : 1-52.

二级参考文献17

  • 1Agrawal R, Borgida A,Jagadish H V. Efficient management of transitive relationships in large data and knowledge bases[C]// SIGMOD. 1989 : 253-262.
  • 2Jin Ruo-ming, Xiang Yang, Ruan Ning, et al. Efficiently answering reachability queries on very large directed graphs[C]///SIGMOD Conference. 2008 : 595-608.
  • 3Wang Hai-xun, He Hao, Yang Jun, et al. Dual Labeling: Answering graph teachability queries in constant time[C] //ICDE' 06. 2006:75.
  • 4Cohen E, Halperin E, Kaplan H. Reachability and distance queries via 2-Hop labels[C]//Proceedings of the 13th annual ACM- SIAM Symposium on Discrete algorithms. 2002 : 937-946.
  • 5Jagadish H V. A compression technique to materialize transitive closure[J]. ACM Trans. Database Syst. , 1990,15(4):558-598.
  • 6Kapoor S, Ramesh H. Algorithms for generating all spanning trees of undirected and weighted graphs[J]. SIAM J. Comput. , 1995,24(2).
  • 7Cheng J, Yu J X, Lin X, et al. Fast computation of reachability Labeling for large graphs[C]//Proc, of EDBT'06. 2006.
  • 8Jin Ruo-ming, Xiang Yang, Ruan Ning. 3-Hop: a high-compression indexing scheme for reachability query[C]//Proceedings of the 35th SIGMOD International Conference on Management of Data, 2009 : 813-826.
  • 9Yildirim H, Chaoji V, Zaki M J. GRAIL: Scalable Reachability Index for Large Graphs[C]//Proceedings of PVLDB. 2010:276-284.
  • 10Gallo G,Grigoriadis M D,Tarjan R E. A fast parametric maximum flow algorithm and applications [J]. SIAMJ. Comput. , 1989,18(1):30-55.

共引文献3

同被引文献9

引证文献2

二级引证文献4

相关作者

内容加载中请稍等...

相关机构

内容加载中请稍等...

相关主题

内容加载中请稍等...

浏览历史

内容加载中请稍等...
;
使用帮助 返回顶部