Network Modeling

Network Modeling is a computational and mathematical modeling approach that represents system components as nodes and their interactions as edges in a graph-based structure to analyze, simulate, and predict the organization, dynamics, and function of complex biological and physiological systems.

8.3K

Publications

672.9K

Citations

18.6K

Authors

Institutions

Publications per year

2017–2026

2.5K

Variants

Cellular Network ModelingConstraint-based Metabolic ModelingNetwork Modelling

Parents

Biological Systems ModelingComputational Systems BiologyPhysiological Systems ModelingSpatial ModelingSystems Pharmacology

Children

Bayesian NetworksCausal Network ModelingConstraint-based Network ModelingDeterministic Network ModelsGraph Theory In BiologyHybrid Network ModelsInteraction Network VisualizationMarkov Network ModelsMultilayer NetworksNetwork Controllability

Publications

8.3K

Emergence of Scaling in Random Networks

Albert-Ĺaszló Barabási, Réka Albert · Science · 1999 · 36.4K citations · Full text

Engineering, Computer Science, Collective Behavior +16

The Structure and Function of Complex Networks

Michael Newman · SIAM Review · 2003 · 18.7K citations · Full text

Engineering, Sociology, Complex Systems +16

Modularity and community structure in networks

M. E. J. Newman · Proceedings of the National Academy of Sciences · 2006 · 12.3K citations · Full text

Engineering, Bioinformatics, Complex Systems +14

Complex networks: Structure and dynamics

Stefano Boccaletti, Vito Latora, Yamir Moreno et al. · Physics Reports · 2006 · 11K citations

Engineering, Organization Studies, Complex Systems +11

The Graph Neural Network Model

Franco Scarselli, M. Gori, Ah Chung Tsoi et al. · IEEE Transactions on Neural Networks · 2008 · 9.3K citations · Full text

Computing, Computer Science, Molecular Biology +13

1–5 of 8.3K

Authors

18.6K

ME
M. E. J. Newman
University of Michigan, United States
34 publications · 25.7K citations
32
h-index
GC
Guanrong Chen
City University of Hong Kong, Hong Kong SAR China
39 publications · 4.4K citations
26
h-index
YL
Ying‐Cheng Lai
Arizona State University, United States
33 publications · 2.6K citations
24
h-index
JK
Jürgen Kurths
Potsdam Institute for Climate Impact Research, Germany
39 publications · 4.7K citations
24
h-index
AB
Albert-Ĺaszló Barabási
Northeastern University, United States
25 publications · 51K citations
23
h-index

1–5 of 18.6K

Institutions

1–8 of 4K

Venues

Physical Review E
PRE · 315 publications · 30.7K citations
85
h-index
Physical Review Letters
PRL · 91 publications · 14.7K citations
62
h-index
Bioinformatics
156 publications · 16.4K citations
60
h-index
Scientific Reports
156 publications · 9.1K citations
46
h-index
PLoS ONE
138 publications · 10.9K citations
46
h-index

1–5