A survey on distributed graph pattern matching in massive graphs

S Bouhenni, S Yahiaoui… - ACM Computing …, 2021 - dl.acm.org
Besides its NP-completeness, the strict constraints of subgraph isomorphism are making it
impractical for graph pattern matching (GPM) in the context of big data. As a result, relaxed …

Research on knowledge graph data management: a survey

王鑫, 邹磊, 王朝坤, 彭鹏, 冯志勇 - Journal of Software, 2019 - jos.org.cn
知识图谱是人工智能的重要基石. 各领域大规模知识图谱的构建和发布对知识图谱数据管理提出
了新的挑战. 以数据模型的结构和操作要素为主线, 对目前的知识图谱数据管理理论, 方法 …

Efficient subgraph matching: Harmonizing dynamic programming, adaptive matching order, and failing set together

M Han, H Kim, G Gu, K Park, WS Han - Proceedings of the 2019 …, 2019 - dl.acm.org
Subgraph matching (or subgraph isomorphism) is one of the fundamental problems in graph
analysis. Extensive research has been done to develop practical solutions for subgraph …

Turboiso towards ultrafast and robust subgraph isomorphism search in large graph databases

WS Han, J Lee, JH Lee - Proceedings of the 2013 ACM SIGMOD …, 2013 - dl.acm.org
Given a query graph q and a data graph g, the subgraph isomorphism search finds all
occurrences of q in g and is considered one of the most fundamental query types for many …

Efficient subgraph matching on billion node graphs

Z Sun, H Wang, H Wang, B Shao, J Li - arXiv preprint arXiv:1205.6691, 2012 - arxiv.org
The ability to handle large scale graph data is crucial to an increasing number of
applications. Much work has been dedicated to supporting basic graph operations such as …

In-memory subgraph matching: An in-depth study

S Sun, Q Luo - Proceedings of the 2020 ACM SIGMOD International …, 2020 - dl.acm.org
We study the performance of eight representative in-memory subgraph matching algorithms.
Specifically, we put QuickSI, GraphQL, CFL, CECI, DP-iso, RI and VF2++ in a common …

Ceci: Compact embedding cluster index for scalable subgraph matching

B Bhattarai, H Liu, HH Huang - … of the 2019 International Conference on …, 2019 - dl.acm.org
Subgraph matching finds all distinct isomorphic embeddings of a query graph on a data
graph. For large graphs, current solutions face the scalability challenge due to expensive …

An in-depth comparison of subgraph isomorphism algorithms in graph databases

J Lee, WS Han, R Kasperovics, JH Lee - Proceedings of the VLDB …, 2012 - dl.acm.org
Finding subgraph isomorphisms is an important problem in many applications which deal
with data modeled as graphs. While this problem is NP-hard, in recent years, many …

On graph query optimization in large networks

P Zhao, J Han - Proceedings of the VLDB Endowment, 2010 - dl.acm.org
The dramatic proliferation of sophisticated networks has resulted in a growing need for
supporting effective querying and mining methods over such large-scale graph-structured …

Challenging the time complexity of exact subgraph isomorphism for huge and dense graphs with VF3

V Carletti, P Foggia, A Saggese… - IEEE transactions on …, 2017 - ieeexplore.ieee.org
Graph matching is essential in several fields that use structured information, such as biology,
chemistry, social networks, knowledge management, document analysis and others. Except …