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 …
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 …
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
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 …
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 …
occurrences of q in g and is considered one of the most fundamental query types for many …
Efficient subgraph matching on billion node graphs
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 …
applications. Much work has been dedicated to supporting basic graph operations such as …
In-memory subgraph matching: An in-depth study
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 …
Specifically, we put QuickSI, GraphQL, CFL, CECI, DP-iso, RI and VF2++ in a common …
Ceci: Compact embedding cluster index for scalable subgraph matching
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 …
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 …
with data modeled as graphs. While this problem is NP-hard, in recent years, many …
On graph query optimization in large networks
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 …
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
Graph matching is essential in several fields that use structured information, such as biology,
chemistry, social networks, knowledge management, document analysis and others. Except …
chemistry, social networks, knowledge management, document analysis and others. Except …