A survey on subgraph counting: concepts, algorithms, and applications to network motifs and graphlets

P Ribeiro, P Paredes, MEP Silva, D Aparicio… - ACM Computing …, 2021 - dl.acm.org
Computing subgraph frequencies is a fundamental task that lies at the core of several
network analysis methodologies, such as network motifs and graphlet-based metrics, which …

Structure and dynamics of molecular networks: a novel paradigm of drug discovery: a comprehensive review

P Csermely, T Korcsmáros, HJM Kiss, G London… - Pharmacology & …, 2013 - Elsevier
Despite considerable progress in genome-and proteome-based high-throughput screening
methods and in rational drug design, the increase in approved drugs in the past decade did …

[HTML][HTML] Information fusion as an integrative cross-cutting enabler to achieve robust, explainable, and trustworthy medical artificial intelligence

A Holzinger, M Dehmer, F Emmert-Streib, R Cucchiara… - Information …, 2022 - Elsevier
Medical artificial intelligence (AI) systems have been remarkably successful, even
outperforming human performance at certain tasks. There is no doubt that AI is important to …

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 …

Biological network comparison using graphlet degree distribution

N Pržulj - Bioinformatics, 2007 - academic.oup.com
Motivation: Analogous to biological sequence comparison, comparing cellular networks is
an important problem that could provide insight into biological understanding and …

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 …

A combinatorial approach to graphlet counting

T Hočevar, J Demšar - Bioinformatics, 2014 - academic.oup.com
Motivation: Small-induced subgraphs called graphlets are emerging as a possible tool for
exploration of global and local structure of networks and for analysis of roles of individual …

Graph-based methods for analysing networks in cell biology

T Aittokallio, B Schwikowski - Briefings in bioinformatics, 2006 - academic.oup.com
Availability of large-scale experimental data for cell biology is enabling computational
methods to systematically model the behaviour of cellular networks. This review surveys the …

Topological network alignment uncovers biological function and phylogeny

O Kuchaiev, T Milenković… - Journal of the …, 2010 - royalsocietypublishing.org
Sequence comparison and alignment has had an enormous impact on our understanding of
evolution, biology and disease. Comparison and alignment of biological networks will …