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 …
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 …
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 …
Gunrock: GPU graph analytics
For large-scale graph analytics on the GPU, the irregularity of data access and control flow,
and the complexity of programming GPUs, have presented two significant challenges to …
and the complexity of programming GPUs, have presented two significant challenges to …
Gpu-accelerated subgraph enumeration on partitioned graphs
Subgraph enumeration is important for many applications such as network motif discovery
and community detection. Recent works utilize graphics processing units (GPUs) to …
and community detection. Recent works utilize graphics processing units (GPUs) to …
GSI: GPU-friendly subgraph isomorphism
Subgraph isomorphism is a well-known NP-hard problem that is widely used in many
applications, such as social network analysis and querying over the knowledge graph. Due …
applications, such as social network analysis and querying over the knowledge graph. Due …
Fast: Fpga-based subgraph matching on massive graphs
Subgraph matching is a basic operation widely used in many applications. However, due to
its NP-hardness and the explosive growth of graph data, it is challenging to compute …
its NP-hardness and the explosive growth of graph data, it is challenging to compute …
Rapidflow: An efficient approach to continuous subgraph matching
Continuous subgraph matching (CSM) is an important building block in many real-time
graph processing applications. Given a subgraph query Q and a data graph stream, a CSM …
graph processing applications. Given a subgraph query Q and a data graph stream, a CSM …
An in-depth study of continuous subgraph matching
Continuous subgraph matching (CSM) algorithms find the occurrences of a given pattern on
a stream of data graphs online. A number of incremental CSM algorithms have been …
a stream of data graphs online. A number of incremental CSM algorithms have been …