Graph summarization methods and applications: A survey

Y Liu, T Safavi, A Dighe, D Koutra - ACM computing surveys (CSUR), 2018 - dl.acm.org
While advances in computing resources have made processing enormous amounts of data
possible, human ability to identify patterns in such data has not scaled accordingly. Efficient …

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 by postponing cartesian products

F Bi, L Chang, X Lin, L Qin, W Zhang - Proceedings of the 2016 …, 2016 - dl.acm.org
In this paper, we study the problem of subgraph matching that extracts all subgraph
isomorphic embeddings of a query graph q in a large data graph G. The existing algorithms …

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 …

Graphpi: High performance graph pattern matching through effective redundancy elimination

T Shi, M Zhai, Y Xu, J Zhai - SC20: International Conference for …, 2020 - ieeexplore.ieee.org
Graph pattern matching, which aims to discover structural patterns in graphs, is considered
one of the most fundamental graph mining problems in many real applications. Despite …

Versatile equivalences: Speeding up subgraph query processing and subgraph matching

H Kim, Y Choi, K Park, X Lin, SH Hong… - Proceedings of the 2021 …, 2021 - dl.acm.org
Subgraph query processing (also known as subgraph search) and subgraph matching are
fundamental graph problems in many application domains. A lot of efforts have been made …

Mining summaries for knowledge graph search

Q Song, Y Wu, P Lin, LX Dong… - IEEE Transactions on …, 2018 - ieeexplore.ieee.org
Querying heterogeneous and large-scale knowledge graphs is expensive. This paper
studies a graph summarization framework to facilitate knowledge graph search.(1) We …

Functional dependencies for graphs

W Fan, Y Wu, J Xu - Proceedings of the 2016 international conference on …, 2016 - dl.acm.org
We propose a class of functional dependencies for graphs, referred to as GFDs. GFDs
capture both attribute-value dependencies and topological structures of entities, and …