Stable Subgraph Isomorphism Search in Temporal Networks

被引:0
|
作者
Zhang, Qi [1 ]
Li, Rong-Hua [1 ]
Qin, Hongchao [1 ]
Wang, Guoren [1 ]
Zhang, Zhiwei [1 ]
Yuan, Ye [1 ]
机构
[1] Beijing Inst Technol, Sch Comp Sci & Technol, Beijing 100081, Peoples R China
关键词
Query processing; Search problems; Indexes; Graph query; temporal graphs; subgraph isomorphism search; EFFICIENT ALGORITHM; MOTIF;
D O I
10.1109/TKDE.2022.3175800
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
In this paper, we study a new problem of seeking stable subgraph isomorphisms for a query graph in a temporal graph. To solve our problem, we first develop a pruning-based search algorithm using several new pruning tricks to prune the unpromising matching results during the search procedure. To further improve the efficiency, we propose a novel index structure called BCCIndex, based on an idea of bi-connected component decomposition of the query graph, which can efficiently support the stable subgraph isomorphism search. Equipped with the BCCIndex, we present an efficient query processing algorithm based on a carefully designed tree join technique. We conduct extensive experiments to evaluate our algorithms on four large real-life datasets, and the results demonstrate the efficiency and effectiveness of our algorithms.
引用
收藏
页码:6405 / 6420
页数:16
相关论文
共 50 条
  • [1] Temporal Subgraph Isomorphism
    Redmond, Ursula
    Cunningham, Padraig
    2013 IEEE/ACM INTERNATIONAL CONFERENCE ON ADVANCES IN SOCIAL NETWORKS ANALYSIS AND MINING (ASONAM), 2013, : 1451 - 1452
  • [2] TemporalRI: subgraph isomorphism in temporal networks with multiple contacts
    Giovanni Micale
    Giorgio Locicero
    Alfredo Pulvirenti
    Alfredo Ferro
    Applied Network Science, 6
  • [3] TemporalRI: subgraph isomorphism in temporal networks with multiple contacts
    Micale, Giovanni
    Locicero, Giorgio
    Pulvirenti, Alfredo
    Ferro, Alfredo
    APPLIED NETWORK SCIENCE, 2021, 6 (01)
  • [4] Search Strategies for Subgraph Isomorphism Algorithms
    Cibej, Uros
    Mihelic, Jurij
    APPLIED ALGORITHMS, 2014, 8321 : 77 - 88
  • [5] Common subgraph isomorphism detection by backtracking search
    Krissinel, EB
    Henrick, K
    SOFTWARE-PRACTICE & EXPERIENCE, 2004, 34 (06): : 591 - 607
  • [6] Subgraph Isomorphism Search in Massive Graph Databases
    Nabti, Chemseddine
    Seba, Hamida
    IOTBD: PROCEEDINGS OF THE INTERNATIONAL CONFERENCE ON INTERNET OF THINGS AND BIG DATA, 2016, : 204 - 213
  • [7] QFrag: Distributed Graph Search via Subgraph Isomorphism
    Serafini, Marco
    Morales, Gianmarco De Francisci
    Siganos, Georgos
    PROCEEDINGS OF THE 2017 SYMPOSIUM ON CLOUD COMPUTING (SOCC '17), 2017, : 214 - 228
  • [8] Stable Matching Games: Manipulation via Subgraph Isomorphism
    Gupta, Sushmita
    Roy, Sanjukta
    ALGORITHMICA, 2018, 80 (09) : 2551 - 2573
  • [9] Stable Matching Games: Manipulation via Subgraph Isomorphism
    Sushmita Gupta
    Sanjukta Roy
    Algorithmica, 2018, 80 : 2551 - 2573
  • [10] Multi-Query Optimization for Subgraph Isomorphism Search
    Ren, Xuguang
    Wang, Junhu
    PROCEEDINGS OF THE VLDB ENDOWMENT, 2016, 10 (03): : 121 - 132