On random graphs. I.

Community detection in graphs

Fortunato, S. (2010) · Physics Reports · doi:10.1016/j.physrep.2009.11.002 · Cited by 11,293 · see citing works

Opinion mining and sentiment analysis

Pang, B., & Lee, L. (2008) · Foundations and Trends® in Information Retrieval · doi:10.1561/1500000011 · Cited by 6,372 · see citing works

Network analysis: An integrative approach to the structure of psychopathology

Borsboom, D., & Cramer, A. O. J. (2013) · Annual Review of Clinical Psychology · doi:10.1146/annurev-clinpsy-050212-185608 · Cited by 4,359 · see citing works

Statistical physics of social dynamics

Castellano, C., Fortunato, S., & Loreto, V. (2009) · Reviews of Modern Physics · doi:10.1103/revmodphys.81.591 · Cited by 4,119 · see citing works

Epidemic processes in complex networks

Pastor-Satorras, R., Castellano, C., Van Mieghem, P., & Vespignani, A. (2015) · Reviews of Modern Physics · doi:10.1103/revmodphys.87.925 · Cited by 3,697 · see citing works

Synchronization in complex networks

Arenas, A., Díaz-Guilera, A., Kurths, J., Moreno, Y., & Zhou, C. (2008) · Physics Reports · doi:10.1016/j.physrep.2008.09.002 · Cited by 3,713 · see citing works

The structure and dynamics of multilayer networks

Boccaletti, S., Bianconi, G., Criado, R., del Genio, C. I., Gómez-Gardeñes, J., Romance, M., Sendiña-Nadal, I., Wang, Z., & Zanin, M. (2014) · Physics Reports · doi:10.1016/j.physrep.2014.07.001 · Cited by 3,125 · see citing works

Critical phenomena in complex networks

Dorogovtsev, S. N., Goltsev, A. V., & Mendes, J. F. F. (2008) · Reviews of Modern Physics · doi:10.1103/revmodphys.80.1275 · Cited by 2,220 · see citing works

Complex Contagions and the Weakness of Long Ties

Centola, D., & Macy, M. (2007) · American Journal of Sociology · doi:10.1086/521848 · Cited by 1,878 · see citing works

Uncovering disease-disease relationships through the incomplete interactome

Menche, J., Sharma, A., Kitsak, M., Ghiassian, S. D., Vidal, M., Loscalzo, J., & Barabási, A.-L. (2015) · Science · doi:10.1126/science.1257601 · Cited by 1,546 · see citing works

Hyperbolic geometry of complex networks

Krioukov, D., Papadopoulos, F., Kitsak, M., Vahdat, A., & Boguñá, M. (2010) · Physical Review E · doi:10.1103/physreve.82.036106 · Cited by 1,059 · see citing works

Clustering in weighted networks

Opsahl, T., & Panzarasa, P. (2009) · Social Networks · doi:10.1016/j.socnet.2009.02.002 · Cited by 1,037 · see citing works

Interdependent Networks: Reducing the Coupling Strength Leads to a Change from a First to Second Order Percolation Transition

Parshani, R., Buldyrev, S. V., & Havlin, S. (2010) · Physical Review Letters · doi:10.1103/physrevlett.105.048701 · Cited by 788 · see citing works

The Network Structure of Exploration and Exploitation

Lazer, D., & Friedman, A. (2007) · Administrative Science Quarterly · doi:10.2189/asqu.52.4.667 · Cited by 696 · see citing works

Activity driven modeling of time varying networks

Perra, N., Gonçalves, B., Pastor-Satorras, R., & Vespignani, A. (2012) · Scientific Reports · doi:10.1038/srep00469 · Cited by 709 · see citing works

Pseudofractal scale-free web

Dorogovtsev, S. N., Goltsev, A. V., & Mendes, J. F. F. (2002) · Physical Review E · doi:10.1103/physreve.65.066122 · Cited by 540 · see citing works

Evolutionary dynamics on any population structure

Allen, B., Lippner, G., Chen, Y.-T., Fotouhi, B., Momeni, N., Yau, S.-T., & Nowak, M. A. (2017) · Nature · doi:10.1038/nature21723 · Cited by 534 · see citing works

Scalable training of artificial neural networks with adaptive sparse connectivity inspired by network science

Mocanu, D. C., Mocanu, E., Stone, P., Nguyen, P. H., Gibescu, M., & Liotta, A. (2018) · Nature Communications · doi:10.1038/s41467-018-04316-3 · Cited by 524 · see citing works

Physics-Inspired Optimization for Quadratic Unconstrained Problems Using a Digital Annealer

Aramon, M., Rosenberg, G., Valiante, E., Miyazawa, T., Tamura, H., & Katzgraber, H. G. (2019) · Frontiers in Physics · doi:10.3389/fphy.2019.00048 · Cited by 442 · see citing works

Maximal planar networks with large clustering coefficient and power-law degree distribution

Zhou, T., Yan, G., & Wang, B.-H. (2005) · Physical Review E · doi:10.1103/physreve.71.046141 · Cited by 265 · see citing works

Model of genetic variation in human social networks

Fowler, J. H., Dawes, C. T., & Christakis, N. A. (2009) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.0806746106 · Cited by 245 · see citing works

Geometric De-noising of Protein-Protein Interaction Networks

Kuchaiev, O., Rašajski, M., Higham, D. J., & Pržulj, N. (2009) · PLoS Computational Biology · doi:10.1371/journal.pcbi.1000454 · Cited by 180 · see citing works

Spatial Search by Quantum Walk is Optimal for Almost all Graphs

Chakraborty, S., Novo, L., Ambainis, A., & Omar, Y. (2016) · Physical Review Letters · doi:10.1103/physrevlett.116.100501 · Cited by 164 · see citing works

Spectral Entropies as Information-Theoretic Tools for Complex Network Comparison

De Domenico, M., & Biamonte, J. (2016) · Physical Review X · doi:10.1103/physrevx.6.041062 · Cited by 160 · see citing works

Reconsideration of the Winner-Take-All Hypothesis: Complex Networks and Local Bias

Lee, E., Lee, J., & Lee, J. (2006) · Management Science · doi:10.1287/mnsc.1060.0571 · Cited by 157 · see citing works

Large-scale curvature of networks

Narayan, O., & Saniee, I. (2011) · Physical Review E · doi:10.1103/physreve.84.066108 · Cited by 145 · see citing works

Shannon and von Neumann entropy of random networks with heterogeneous expected degree

Anand, K., Bianconi, G., & Severini, S. (2011) · Physical Review E · doi:10.1103/physreve.83.036109 · Cited by 137 · see citing works

Quantum random networks

Perseguers, S., Lewenstein, M., Acín, A., & Cirac, J. I. (2010) · Nature Physics · doi:10.1038/nphys1665 · Cited by 139 · see citing works

Multiple weak hits confuse complex systems: A transcriptional regulatory network as an example

Ágoston, V., Csermely, P., & Pongor, S. (2005) · Physical Review E · doi:10.1103/physreve.71.051909 · Cited by 111 · see citing works

Harnessing smoothness to accelerate distributed optimization

Qu, G., & Li, N. (2016) · 2016 IEEE 55th Conference on Decision and Control (CDC) · doi:10.1109/cdc.2016.7798263 · Cited by 72 · see citing works

Opinion formation on dynamic networks: identifying conditions for the emergence of partisan echo chambers

Evans, T., & Fu, F. (2018) · Royal Society Open Science · doi:10.1098/rsos.181122 · Cited by 61 · see citing works

igraph 1.0 enables fast and robust network analysis across programming languages

Antonov, M., Csárdi, G., Horvát, S., Müller, K., Nepusz, T., Noom, D., Salmon, M., Traag, V., Welles, B. F., & Zanini, F. (2026) · PLOS One · doi:10.1371/journal.pone.0355108 · Cited by 56 · see citing works

Epistemic network injustice

Spiekermann, K. (2020) · Politics, Philosophy & Economics · doi:10.1177/1470594x19872505 · Cited by 25 · see citing works

A Graph Feature Auto-Encoder for the prediction of unobserved node features on biological networks

Hasibi, R., & Michoel, T. (2021) · BMC Bioinformatics · doi:10.1186/s12859-021-04447-3 · Cited by 19 · see citing works

Relative superiority of key centrality measures for identifying influencers on social media

Zhang, Y., & Li, X. (2014) · International Journal of Intelligent Information Technologies · doi:10.4018/ijiit.2014100101 · Cited by 14 · see citing works

A Network Approach to Link Visibility and Urban Activity Location

Natapov, A., Czamanski, D., & Fisher-Gewirtzman, D. (2018) · Networks and Spatial Economics · doi:10.1007/s11067-018-9411-4 · Cited by 11 · see citing works

Discovering study-specific gene regulatory networks

Bo, V., Curtis, T., Lysenko, A., Saqi, M., Swift, S., & Tucker, A. (2014) · PLoS ONE · doi:10.1371/journal.pone.0106524 · Cited by 10 · see citing works