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 …

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 …

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 …

Gunrock: GPU graph analytics

Y Wang, Y Pan, A Davidson, Y Wu, C Yang… - ACM Transactions on …, 2017 - dl.acm.org
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 …

Gpu-accelerated subgraph enumeration on partitioned graphs

W Guo, Y Li, M Sha, B He, X Xiao, KL Tan - Proceedings of the 2020 …, 2020 - dl.acm.org
Subgraph enumeration is important for many applications such as network motif discovery
and community detection. Recent works utilize graphics processing units (GPUs) to …

GSI: GPU-friendly subgraph isomorphism

L Zeng, L Zou, MT Özsu, L Hu… - 2020 IEEE 36th …, 2020 - ieeexplore.ieee.org
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 …

Fast: Fpga-based subgraph matching on massive graphs

X Jin, Z Yang, X Lin, S Yang, L Qin… - 2021 IEEE 37th …, 2021 - ieeexplore.ieee.org
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 …

Rapidflow: An efficient approach to continuous subgraph matching

S Sun, X Sun, B He, Q Luo - Proceedings of the VLDB Endowment, 2022 - dl.acm.org
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 …

An in-depth study of continuous subgraph matching

X Sun, S Sun, Q Luo, B He - Proceedings of the VLDB Endowment, 2022 - dl.acm.org
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 …