Link recommendations: Their impact on network structure and minorities

Emergence of Scaling in Random Networks

McInnes, B., McBride, J. S., Evans, N., Lambert, D. D., & Andrew, A. (1999) · Princeton University Press eBooks · doi:10.1515/9781400841356.349 · Cited by 32,424 · see citing works

Birds of a Feather: Homophily in Social Networks

McPherson, M., Smith-Lovin, L., & Cook, J. M. (2001) · Annual Review of Sociology · doi:10.1146/annurev.soc.27.1.415 · Cited by 18,567 · see citing works

The anatomy of a large-scale hypertextual Web search engine

Brin, S., & Page, L. (1998) · Computer Networks and ISDN Systems · doi:10.1016/s0169-7552(98)00110-x · Cited by 16,004 · see citing works

Untitled work

(1999) · Cited by 12,854 · see citing works

Fairness through awareness

Dwork, C., Hardt, M., Pitassi, T., Reingold, O., & Zemel, R. (2012) · Proceedings of the 3rd Innovations in Theoretical Computer Science Conference · doi:10.1145/2090236.2090255 · Cited by 3,501 · see citing works

The link‐prediction problem for social networks

Liben‐Nowell, D., & Kleinberg, J. M. (2007) · Journal of the American Society for Information Science and Technology · doi:10.1002/asi.20591 · Cited by 3,063 · see citing works

Neocortex size as a constraint on group size in primates

Dunbar, R. I. M. (1992) · Journal of Human Evolution · doi:10.1016/0047-2484(92)90081-j · Cited by 2,542 · see citing works

The link prediction problem for social networks

Liben‐Nowell, D., & Kleinberg, J. M. (2003) · ACM International Conference on Information and Knowledge Management (CIKM) · doi:10.1145/956863.956972 · Cited by 1,628 · see citing works

The Matthew Effect in Science, II: Cumulative Advantage and the Symbolism of Intellectual Property

Merton, R. K. (1988) · Isis · doi:10.1086/354848 · Cited by 1,397 · see citing works

Social contagion theory: examining dynamic social networks and human behavior

Christakis, N. A., & Fowler, J. H. (2013) · Statistics in Medicine · doi:10.1002/sim.5408 · Cited by 1,303 · see citing works

Scaling personalized web search

Jeh, G., & Widom, J. (2003) · Proceedings of the twelfth international conference on World Wide Web - WWW '03 · doi:10.1145/775152.775191 · Cited by 1,195 · see citing works

Clustering in complex directed networks

Fagiolo, G. (2007) · Physical Review E · doi:10.1103/physreve.76.026107 · Cited by 815 · see citing works

Cooperative behavior cascades in human social networks

Fowler, J. H., & Christakis, N. A. (2010) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.0913149107 · Cited by 767 · see citing works

WTF

Gupta, P. K., Goel, A., Lin, J., Sharma, A., Wang, D., & Zadeh, R. B. (2013) · International World Wide Web Conference (WWW) · doi:10.1145/2488388.2488433 · Cited by 461 · see citing works

Biased assimilation, homophily, and the dynamics of polarization

Dandekar, P., Goel, A., & Lee, D. T. (2013) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.1217220110 · Cited by 435 · see citing works

Modeling echo chambers and polarization dynamics in social networks

Baumann, F., Lorenz-Spreen, P., Sokolov, I. M., & Starnini, M. (2020) · Physical Review Letters · doi:10.1103/physrevlett.124.048301 · Cited by 427 · see citing works

SALSA

Lempel, R., & Moran, S. (2001) · ACM Transactions on Information Systems · doi:10.1145/382979.383041 · Cited by 362 · see citing works

node2vec: Scalable Feature Learning for Networks

Grover, A., & Leskovec, J. (2016) · PubMed · doi:10.48550/arxiv.1607.00653 · Cited by 229 · see citing works

Limited communication capacity unveils strategies for human interaction

Miritello, G., Lara, R., Cebrian, M., & Moro, E. (2013) · Scientific Reports · doi:10.1038/srep01950 · Cited by 214 · see citing works

Biased Assimilation, Homophily, and the Dynamics of Polarization

Dandekar, P., Goel, A., & Lee, D. (2012) · Lecture Notes in Computer Science · doi:10.1007/978-3-642-35311-6_47 · Cited by 201 · see citing works

Homophily and minority-group size explain perception biases in social networks

Lee, E., Karimi, F., Wagner, C., Jo, H.-H., Strohmaier, M., & Galešić, M. (2019) · Nature Human Behaviour · doi:10.1038/s41562-019-0677-4 · Cited by 153 · see citing works

Homophily influences ranking of minorities in social networks

Karimi, F., Génois, M., Wagner, C., Singer, P., & Strohmaier, M. (2018) · RWTH Publications (RWTH Aachen) · Cited by 145 · see citing works

Analyzing the Impact of Filter Bubbles on Social Network Polarization

Chitra, U., & Musco, C. (2020) · ACM International Conference on Web Search and Data Mining (WSDM) · doi:10.1145/3336191.3371825 · Cited by 134 · see citing works

Scaling personalized web search

Jeh, G., & Widom, J. (2003) · International World Wide Web Conference (WWW) · doi:10.1145/775189.775191 · Cited by 134 · see citing works

Popularity Bias in Ranking and Recommendation

Abdollahpouri, H. (2019) · Proceedings of the AAAI/ACM Conference on AI Ethics and Society · doi:10.1145/3306618.3314309 · Cited by 113 · see citing works

Homophily and the Glass Ceiling Effect in Social Networks

Avin, C., Keller, B., Lotker, Z., Mathieu, C., Peleg, D., & Pignolet, Y.-A. (2015) · Proceedings of the 2015 Conference on Innovations in Theoretical Computer Science · doi:10.1145/2688073.2688097 · Cited by 90 · see citing works

Algorithmic Glass Ceiling in Social Networks

Stoica, A.-A., Riederer, C., & Chaintreau, A. (2018) · International World Wide Web Conference (WWW) · doi:10.1145/3178876.3186140 · Cited by 90 · see citing works

Advances in the agent-based modeling of economic and social behavior

Steinbacher, M., Raddant, M., Karimi, F., Camacho-Cuena, E., Alfarano, S., Iori, G., & Lux, T. (2021) · SN Business & Economics · doi:10.1007/s43546-021-00103-3 · Cited by 84 · see citing works

The Effect of Recommendations on Network Structure

Su, J., Sharma, A., & Goel, S. (2016) · Proceedings of the 25th International Conference on World Wide Web · doi:10.1145/2872427.2883040 · Cited by 78 · see citing works

The Effect of People Recommenders on Echo Chambers and Polarization

Cinus, F., Minici, M., Monti, C., & Bonchi, F. (2022) · Proceedings of the International AAAI Conference on Web and Social Media · doi:10.1609/icwsm.v16i1.19275 · Cited by 70 · see citing works

The network effects of recommending social connections

Daly, E., Geyer, W., & Millen, D. R. (2010) · ACM Conference on Recommender Systems (RecSys) · doi:10.1145/1864708.1864772 · Cited by 56 · see citing works

Twitter's Glass Ceiling: The Effect of Perceived Gender on Online Visibility

Nilizadeh, S., Groggel, A., Lista, P., Das, S., Ahn, Y.-Y., Kapadia, A., & Rojas, F. (2021) · Proceedings of the International AAAI Conference on Web and Social Media · doi:10.1609/icwsm.v10i1.14711 · Cited by 48 · see citing works

Fairness-Aware PageRank

Tsioutsiouliklis, S., Pitoura, E., Tsaparas, P., Kleftakis, I., & Mamoulis, N. (2021) · International World Wide Web Conference (WWW) · doi:10.1145/3442381.3450065 · Cited by 48 · see citing works

The Effect of Homophily on Disparate Visibility of Minorities in People Recommender Systems

Fabbri, F., Bonchi, F., Boratto, L., & Castillo, C. (2020) · Proceedings of the International AAAI Conference on Web and Social Media · doi:10.1609/icwsm.v14i1.7288 · Cited by 44 · see citing works

Inequality and inequity in network-based ranking and recommendation algorithms

Espín-Noboa, L., Wagner, C., Strohmaier, M., & Karimi, F. (2022) · Scientific Reports · doi:10.1038/s41598-022-05434-1 · Cited by 38 · see citing works

Exposure Inequality in People Recommender Systems: The Long-Term Effects

Fabbri, F., Croci, M. L., Bonchi, F., & Castillo, C. (2022) · Proceedings of the International AAAI Conference on Web and Social Media · doi:10.1609/icwsm.v16i1.19284 · Cited by 34 · see citing works

Evolution of Ego-networks in Social Media with Link Recommendations

Aiello, L. M., & Barbieri, N. (2017) · ACM International Conference on Web Search and Data Mining (WSDM) · doi:10.1145/3018661.3018733 · Cited by 29 · see citing works

Exposure Inequality in People Recommender Systems: The Long-Term EffectsPreprint

Fabbri, F., Croci, M. L., Bonchi, F., et al. (2021) · arXiv (Cornell University) · doi:10.48550/arxiv.2112.08237 · Cited by 1 · see citing works

The Effect of People Recommenders on Echo Chambers and PolarizationPreprint

Cinus, F., Minici, M., Monti, C., et al. (2021) · arXiv (Cornell University) · doi:10.48550/arxiv.2112.00626

Machine culture

Brinkmann, L., Baumann, F., Bonnefon, J.-F., Derex, M., Müller, T. F., Nussberger, A.-M., Czaplicka, A., Acerbi, A., Griffiths, T. L., Henrich, J., et al. (2023) · Nature Human Behaviour · doi:10.1038/s41562-023-01742-2 · Cited by 132 · see citing works

Policy advice and best practices on bias and fairness in AI

Álvarez, J. M., Colmenarejo, A. B., Elobaid, A., Fabbrizzi, S., Fahimi, M., Ferrara, A., Ghodsi, S., Mougan, C., Papageorgiou, I. T., Lobo, P. R., et al. (2024) · Ethics and Information Technology · doi:10.1007/s10676-024-09746-w · Cited by 128 · see citing works

Echo Chambers in the Age of Algorithms: An Audit of Twitter’s Friend Recommender System

Duskin, K., Schafer, J. S., West, J. D., & Spiro, E. S. (2024) · ACM Web Science Conference · doi:10.1145/3614419.3643996 · Cited by 17 · see citing works

Information access equality on generative models of complex networks

Wang, X., Varol, O., & Eliassi‐Rad, T. (2022) · Applied Network Science · doi:10.1007/s41109-022-00494-8 · Cited by 12 · see citing works

Reducing Exposure to Harmful Content via Graph Rewiring

Coupette, C., Neumann, S., & Gionis, A. (2023) · ACM SIGKDD Conference on Knowledge Discovery and Data Mining (KDD) · doi:10.1145/3580305.3599489 · Cited by 9 · see citing works

Complex systems perspective in assessing risks in artificial intelligence

Kondor, D., Hafez, V., Shankar, S., Wazir, R., & Karimi, F. (2024) · Philosophical Transactions of the Royal Society A Mathematical Physical and Engineering Sciences · doi:10.1098/rsta.2024.0109 · Cited by 10 · see citing works

How Misinformation Diffuses on Online Social Networks: Radical Opinions, Adaptive Relationship, and Algorithmic Intervention

Zhang, M., Dong, Q., & Wu, X. (2024) · IEEE Transactions on Computational Social Systems · doi:10.1109/tcss.2024.3502662 · Cited by 8 · see citing works

Causal lifting and link prediction

Cotta, L., Bevilacqua, B., Ahmed, N. K., & Ribeiro, B. (2023) · Proceedings of the Royal Society A Mathematical Physical and Engineering Sciences · doi:10.1098/rspa.2023.0121 · Cited by 4 · see citing works

From laboratory to laptop: How science communication can bridge the gap between plant pathology and the public

Oakley, B. (2023) · Physiological and Molecular Plant Pathology · doi:10.1016/j.pmpp.2023.102032 · Cited by 3 · see citing works

Enhanced Graph Learning for Recommendation via Causal Inference

Wang, S., Ji, H., Yin, M., Wang, Y., Lu, M., & Sun, H. (2022) · Mathematics · doi:10.3390/math10111881 · Cited by 1 · see citing works

Analyzing the parallelization and structural impact of machine learning algorithms in social networks: a simulation-based approach

Banihashemi, S., Veksler, K., & Abhari, A. (2024) · SIMULATION · doi:10.1177/00375497241298962 · Cited by 1 · see citing works

TOTEM: A unified framework for topic-aware temporal influence maximization with dual-interaction diffusion in social networks

Yin, Y., Jin, X., Yin, M., & Zhou, Y. (2026) · Memetic Computing · doi:10.1007/s12293-026-00494-6 · Cited by 1 · see citing works

Orphan Articles: The Dark Matter of Wikipedia

Arora, A., West, R., & Gerlach, M. (2024) · Proceedings of the International AAAI Conference on Web and Social Media · doi:10.1609/icwsm.v18i1.31300 · Cited by 1 · see citing works

The Effect of Link Recommendation Algorithms on Network Centrality Disparities

Debono, T., & Santos, F. P. (2023) · Springer proceedings in complexity · doi:10.1007/978-3-031-28276-8_7

Nature vs. Nurture in Science: The Effect of Researchers Segregation on Papers’ Citation Histories

Jaramillo, A. M., Montes, F., & de Menezes, R. P. (2023) · Springer proceedings in complexity · doi:10.1007/978-3-031-28276-8_13

Unraveling Information-Limiting Environments: An Empirical Review of Individual, Social, and Technological Filters in Social Media

Schmalenbach, K., Gengler, E. J., Schötteler, S., & Laumer, S. (2025) · Lecture notes in information systems and organisation · doi:10.1007/978-3-031-80119-8_5

Enhancing Structural Minority Visibility in Link Recommendations

Potka, S., Li, I., Kepler, J., & Thomo, A. (2025) · Communications in computer and information science · doi:10.1007/978-3-031-93598-5_5

Analysis of Echo Chamber Formation by Friend Recommendation

Iwanaga, M., & Tajima, K. (2025) · ACM Conference on Hypertext and Social Media (HT) · doi:10.1145/3720553.3746667

Attribute network models, stochastic approximation and network sampling

Antunes, N., Banerjee, S., Bhamidi, S., & Pipiras, V. (2026) · The Annals of Applied Probability · doi:10.1214/25-aap2243

Fairness Beyond Popularity: Auditing and Mitigating Betweenness Centrality Disparities in Link Recommendation

Pawar, M. M., Karimi, F., & Santos, F. P. (2026) · ACM Conference on Fairness, Accountability, and Transparency (FAccT) · doi:10.1145/3805689.3812364

The Effect of Recommendations on Network Structure

Su, J., Sharma, A., & Goel, S. (2016) · Proceedings of the 25th International Conference on World Wide Web · doi:10.1145/2872427.2883040 · Cited by 78 · see citing works

Effects of Different Recommendation Algorithms on Structure of Social Networks

Banihashemi, S., & Abhari, A. (2021) · 2021 International Conference on Computational Science and Computational Intelligence (CSCI) · doi:10.1109/csci54926.2021.00279 · Cited by 1 · see citing works

The network effects of recommending social connections

Daly, E., Geyer, W., & Millen, D. R. (2010) · ACM Conference on Recommender Systems (RecSys) · doi:10.1145/1864708.1864772 · Cited by 56 · see citing works

Delayed and Indirect Impacts of Link Recommendations

Zhang, H.-S., Lu, S., Wang, Z., & Curmei, M. (2023) · ACM Conference on Fairness, Accountability, and Transparency (FAccT) · doi:10.1145/3593013.3594021 · Cited by 4 · see citing works

The Effect of Homophily on Disparate Visibility of Minorities in People Recommender Systems

Fabbri, F., Bonchi, F., Boratto, L., & Castillo, C. (2020) · Proceedings of the International AAAI Conference on Web and Social Media · doi:10.1609/icwsm.v14i1.7288 · Cited by 44 · see citing works