Department of Network and Data Science

Research output

Research output per year 1981 2020 2021 2022 2023 2024 2025

• 322 Article
• 38 Chapter
• 24 Comment/debate
• 15 Editorial
• 81 More
  • 13 Conference contribution
  • 13 Review Article
  • 10 Other contribution
  • 9 Meeting Abstract
  • 9 Preprint
  • 7 Paper
  • 5 Book
  • 4 Book review
  • 3 Conference article
  • 3 Letter
  • 2 Master's Thesis
  • 1 Entry for encyclopedia/dictionary
  • 1 Abstract
  • 1 Doctoral Thesis

Research output per year

Research output per year

Search results

• 2025

  Human-AI coevolution

  Pedreschi, D., Pappalardo, L., Ferragina, E., Baeza-Yates, R., Barabási, A. L., Dignum, F., Dignum, V., Eliassi-Rad, T., Giannotti, F., Kertész, J., Knott, A., Ioannidis, Y., Lukowicz, P., Passarella, A., Pentland, A. S., Shawe-Taylor, J. & Vespignani, A., Feb 2025, In: Artificial Intelligence. 339, 13 p., 104244.

  Research output: Contribution to journal › Article › peer-review

  Open Access

  • User Preference 100%
• 2024

  A Network-Based Framework to Discover Treatment-Response–Predicting Biomarkers for Complex Diseases

  Shanthamallu, U. S., Kilpatrick, C., Jones, A., Rubin, J., Saleh, A., Barabási, A. L., Akmaev, V. R. & Ghiassian, S. D., Oct 2024, In: Journal of Molecular Diagnostics. 26, 10, p. 917-930 14 p.

  Research output: Contribution to journal › Article › peer-review

  Open Access

  • extracellular signal regulated kinase 100%
  • Tamsulosin 100%
  • Infliximab 100%
  • Protein-Protein Interaction 100%
  • Biological Marker 100%

• Author Correction: Physical networks as network-of-networks

  Pete, G., Timár, Á., Stefánsson, S. Ö., Bonamassa, I. & Pósfai, M., 19 Sep 2024, In: Nature Communications. 15, 1, p. 8229 8229.

  Research output: Contribution to journal › Comment/debate

  Open Access

• Collusion risk in corporate networks

  Villamil, I., Kertész, J. & Fazekas, M., 7 Feb 2024, In: Scientific Reports. 14, 1, p. 3161 3161.

  Research output: Contribution to journal › Article › peer-review

  Open Access

  • Firm Level 100%
  • Harmonics 100%
  • Measures 100%
  • Ownership 100%
  • Risk 100%

• Decoding the Foodome: Molecular Networks Connecting Diet and Health

  Menichetti, G., Barabási, A. L. & Loscalzo, J., 29 Aug 2024, In: Annual Review of Nutrition. 44, 1, p. 257-288 32 p.

  Research output: Contribution to journal › Review Article › peer-review

  Open Access

  • Nutrition 100%
  • Artificial Intelligence 100%
  • Food Composition 50%
  • Macronutrient 50%
  • Micronutrient 50%

• Deeper but smaller: Higher-order interactions increase linear stability but shrink basins

  Zhang, Y., Skardal, P. S., Battiston, F., Petri, G. & Lucas, M., Oct 2024, In: Science Advances. 10, 40, p. eado8049 eado8049.

  Research output: Contribution to journal › Article › peer-review

  Open Access

  • Dynamics 100%
  • Stability Analysis 20%

• Detecting periodic time scales of changes in temporal networks

  Andres, E., Barrat, A. & Karsai, M., 21 Feb 2024, In: Journal of Complex Networks. 12, 2, cnae004.

  Research output: Contribution to journal › Article › peer-review

  Open Access

  • Neuron 100%
  • Fourier Transform 100%
  • Group Structure 50%

• Determinants of willingness to donate data from social media platforms

  Kmetty, Z., Stefkovics, Á., Számely, J., Deng, D., Kellner, A., Pauló, E., Omodei, E. & Koltai, J., 17 Apr 2024, In: Information Communication and Society.

  Research output: Contribution to journal › Article › peer-review

  • Incentive 100%
  • Social Media 100%
  • Monetary Incentive 100%
  • Informed Consent 100%
  • Non-Monetary Incentives 50%

• Double standards in status ascriptions? The role of gender, behaviors, and social networks in status orders among adolescents

  Wittek, M. & Xu, X., 28 Oct 2024, In: Social Forces. 26 p.

  Research output: Contribution to journal › Article › peer-review

  • School-Based Intervention 100%
  • Gender-Specific Difference 50%

• Dynamical Fluctuations of Random Walks in Higher-Order Networks

  Di Gaetano, L., Carugno, G., Battiston, F. & Coghi, F., 3 Sep 2024, In: Physical Review Letters. 133, 10, 107401.

  Research output: Contribution to journal › Article › peer-review

  Open Access

  • Rare Event 100%
  • Random Walk 100%
  • Saddle Point Approximation 33%
  • Diffusion Process 33%
  • Large Deviation Theory 33%

• Estimating the loss of economic predictability from aggregating firm-level production networks

  Diem, C., Borsos, A., Reisch, T., Kertész, J. & Thurner, S., Mar 2024, In: PNAS Nexus. 3, 3, p. pgae064 pgae064.

  Research output: Contribution to journal › Article › peer-review

  Open Access

  • Shock 100%
  • Economic Loss 100%

• Evolutionary game selection creates cooperative environments

  Sadekar, O., Civilini, A., Gómez-Gardeñes, J., Latora, V. & Battiston, F., 29 Jul 2024, In: Physical Review E - Statistical Physics, Plasmas, Fluids, and Related Interdisciplinary Topics. 110, 1, 014306.

  Research output: Contribution to journal › Article › peer-review

  • Collective Phenomenon 100%
  • Distinctive Feature 100%
  • Competitive Environment 100%
  • Social Dilemma 100%
  • World Population 100%

• Explosive Cooperation in Social Dilemmas on Higher-Order Networks

  Civilini, A., Sadekar, O., Battiston, F., Gómez-Gardeñes, J. & Latora, V., 16 Apr 2024, In: Physical Review Letters. 132, 16, 167401.

  Research output: Contribution to journal › Article › peer-review

  Open Access

  • Social Dilemma 100%
  • Interaction Order 50%

• Framework to generate hypergraphs with community structure

  Ruggeri, N., Battiston, F. & De Bacco, C., 19 Mar 2024, In: Physical Review E - Statistical Physics, Plasmas, Fluids, and Related Interdisciplinary Topics. 109, 3, 034309.

  Research output: Contribution to journal › Article › peer-review

  Open Access

  • Community Structure 100%
  • Model 50%
  • Evaluation 50%
  • Local Statistic 50%
  • Statistical Study 50%

• Generalized contact matrices allow integrating socioeconomic variables into epidemic models

  Manna, A., Dall’Amico, L., Tizzoni, M., Karsai, M. & Perra, N., 11 Oct 2024, In: Science Advances. 10, 41, p. eadk4606 eadk4606.

  Research output: Contribution to journal › Article › peer-review

  Open Access

  • Social Contacts 100%
  • Infectious Disease 100%
  • Misrepresentation 100%
  • Theorem Proving 100%
  • Demographic Group 100%

• Hidden citations obscure true impact in science

  Meng, X., Varol, O. & Barabási, A. L., 30 Apr 2024, In: PNAS Nexus. 3, 5, p. pgae155 pgae155.

  Research output: Contribution to journal › Article › peer-review

  Open Access

  • Common Knowledge 100%
  • Interpretable Machine Learning 100%
  • Bibliometric Measure 100%

• Higher-order correlations reveal complex memory in temporal hypergraphs

  Gallo, L., Lacasa, L., Latora, V. & Battiston, F., 4 Jun 2024, In: Nature Communications. 15, 1, p. 4754 4754.

  Research output: Contribution to journal › Article › peer-review

  Open Access

  • Group Interaction 100%
  • Human Interaction 100%
  • Temporal Organisation 33%

• Hyperlink communities in higher-order networks

  Lotito, Q. F., Musciotto, F., Montresor, A. & Battiston, F., 8 Mar 2024, In: Journal of Complex Networks. 12, 2, cnae013.

  Research output: Contribution to journal › Article › peer-review

  • Arbitrary Number 100%
  • Hierarchical Clustering 100%
  • Clustering Method 100%
  • Hard Clustering 100%
  • Distance Matrix 100%

• Importance of social inequalities to contact patterns, vaccine uptake, and epidemic dynamics

  Manna, A., Koltai, J. & Karsai, M., 16 May 2024, In: Nature Communications. 15, 1, p. 4137 4137.

  Research output: Contribution to journal › Article › peer-review

  Open Access

  • Mathematical Modeling 100%
  • Disease Dynamic 100%
  • Individual Characteristic 100%
  • Disadvantaged Group 50%
  • Collected Data 50%

• Individual and team performance in cricket

  Sadekar, O., Chowdhary, S., Santhanam, M. S. & Battiston, F., 17 Jul 2024, In: Royal Society Open Science. 11, 7, p. 240809 240809.

  Research output: Contribution to journal › Article › peer-review

  Open Access

  • Team Dynamic 100%
  • Popular Sport 100%
  • Human Performance 50%

• Individual differences in knowledge network navigation

  Zhu, M., Yasseri, T. & Kertész, J., 9 Apr 2024, In: Scientific Reports. 14, 1, p. 8331 8331.

  Research output: Contribution to journal › Article › peer-review

  Open Access

  • Network Knowledge 100%
  • Online Information 33%
  • Personal Information 33%
  • Time Constraint 33%

• Mapping philanthropic support of science

  Shekhtman, L. M., Gates, A. J. & Barabási, A. L., 24 Apr 2024, In: Scientific Reports. 14, 1, p. 9397 9397.

  Research output: Contribution to journal › Article › peer-review

  Open Access

  • Philanthropy 100%
  • Nonprofit Organizations 50%
  • Scientific Innovations 50%
  • Scientific Organizations 50%
  • Taxation 50%

• Microscopic Intervention Yields Abrupt Transition in Interdependent Ferromagnetic Networks

  Gross, B., Bonamassa, I. & Havlin, S., 29 May 2024, In: Physical Review Letters. 132, 22, 227401.

  Research output: Contribution to journal › Article › peer-review

  • Magnetic Field 100%
  • Thermal Dissipation 100%
  • Calling Behavior 100%
  • Behavior (Neuroscience) 100%
  • Percolation 100%

• Multidimensional political polarization in online social networks

  Peralta, A. F., Ramaciotti, P., Kertész, J. & Iñiguez, G., 16 Feb 2024, In: Physical Review Research. 6, 1, 013170.

  Research output: Contribution to journal › Article › peer-review

  Open Access

  • Polarization 100%
  • Social Influence 100%
  • Attitudes 75%
  • Political Attitude 66%
  • Community Structure 33%

• Multiplex measures for higher-order networks

  Lotito, Q. F., Montresor, A. & Battiston, F., 3 Sep 2024, In: Applied Network Science. 9, 1, 55.

  Research output: Contribution to journal › Article › peer-review

  Open Access

  • Physics 100%
  • Dynamics 100%
  • Varying Number 50%
  • Collaboration Pattern 50%
  • Structural Connectivity 50%

• Network mutual information measures for graph similarity

  Felippe, H., Battiston, F. & Kirkley, A., 14 Oct 2024, In: Communications Physics. 7, 1, 335.

  Research output: Contribution to journal › Article › peer-review

  Open Access

  • Information Measure 100%
  • Mutual Information 100%
  • Similarity Graph 100%
  • Similarity Measure 100%
  • Temporal Graph 33%

• Patterns of partisan toxicity and engagement reveal the common structure of online political communication across countries

  Falkenberg, M., Zollo, F., Quattrociocchi, W., Pfeffer, J. & Baronchelli, A., Dec 2024, In: Nature Communications. 15, 1, 9560.

  Research output: Contribution to journal › Article › peer-review

  Open Access

  • Group Interaction 100%
  • Political Communication 100%
  • Turkey 100%
  • User Engagement 25%
  • Affective Polarization 25%

• Percolation and Topological Properties of Temporal Higher-Order Networks

  Di Gaetano, L., Battiston, F. & Starnini, M., 18 Jan 2024, In: Physical Review Letters. 132, 3, 037401.

  Research output: Contribution to journal › Article › peer-review

  • Topological Property 100%
  • Order Activity 25%
  • Integration Time 25%

• Physical networks as network-of-networks

  Pete, G., Timár, Á., Stefánsson, S. Ö., Bonamassa, I. & Pósfai, M., 7 Jun 2024, In: Nature Communications. 15, 1, p. 4882 4882.

  Research output: Contribution to journal › Article › peer-review

  Open Access

  • Dynamics 100%
  • Prevalence 50%
  • Physical Object 20%
  • Emergent Property 20%
  • Geometric Space 20%

• Quantitative Human Ecology: Data, Models and Challenges for Sustainability

  Omodei, E., Grilli, J., Marsili, M. & Sanguinetti, G., 2024, Quantitative Sustainability: Interdisciplinary Research for Sustainable Development Goals. Fantoni, S., Casagli, N., Solidoro, C. & Cobal, M. (eds.). Springer International Publishing Cham, p. 79-89 11 p.

  Research output: Contribution to Book/Report types › Chapter › peer-review

  Open Access

  • Human Ecology 100%

• Reply to Vaccario et al. The role of baselines in fair and unbiased citation metric evaluation

  Gates, A. J., Ke, Q. & Barabási, A. L., 30 Sep 2024, In: Proceedings of the National Academy of Sciences of the United States of America. 121, 41, p. e2410675121 e2410675121.

  Research output: Contribution to journal › Letter › peer-review

  Open Access

• Robustness of interdependent hypergraphs: A bipartite network framework

  Pan, X., Zhou, J., Zhou, Y., Boccaletti, S. & Bonamassa, I., 12 Jan 2024, In: Physical Review Research. 6, 1, 013049.

  Research output: Contribution to journal › Article › peer-review

  Open Access

  • Number 100%
  • Phase Diagrams 100%
  • Percolation 100%
  • Structural Stability 100%
  • Hyperstructures 20%

• Social bots spoil activist sentiment without eroding engagement

  Li, L., Vásárhelyi, O. & Vedres, B., 6 Nov 2024, In: Scientific Reports. 14, 1, 27005.

  Research output: Contribution to journal › Article › peer-review

  Open Access

  • Cumulative Effects 100%
  • Online Discourse 50%
  • Dynamic Nature 50%

• Temporal clustering of social interactions trades-off disease spreading and knowledge diffusion

  Cencetti, G., Lucchini, L., Santin, G., Battiston, F., Moro, E., Pentland, A. & Lepri, B., 3 Jan 2024, In: Journal of the Royal Society Interface. 21, 210, p. 20230471 20230471.

  Research output: Contribution to journal › Article › peer-review

  Open Access

  • Knowledge Diffusion 100%
  • Partitioning 33%
  • Hybrid Solution 33%
  • School Collaboration 33%
  • Negative Consequence 33%

• Temporal network compression via network hashing

  Vaudaine, R., Borgnat, P., Gonçalves, P., Gribonval, R. & Karsai, M., 17 Jan 2024, In: Applied Network Science. 9, 1, 3.

  Research output: Contribution to journal › Article › peer-review

  Open Access

  • Hashing 100%

• The diaspora model for human migration

  Prieto-Curiel, R., Ali, O., Dervić, E., Karimi, F., Omodei, E., Stütz, R., Holovatch, Y. & Heiler, G., 21 May 2024, In: PNAS Nexus. 3, 5, p. pgae178 pgae178.

  Research output: Contribution to journal › Article › peer-review

  Open Access

  • Human Migration 100%
  • Long-Distance Travel 25%
  • Population Heterogeneity 25%

• The Opportunities, Limitations, and Challenges in Using Machine Learning Technologies for Humanitarian Work and Development

  Sekara, V., Karsai, M., Moro, E., Kim, D., Delamonica, E., Cebrian, M., Luengo-Oroz, M., Jiménez, R. M. & Garcia-Herranz, M., 3 May 2024, In: Advances in Complex Systems. 27, 3, 2440002.

  Research output: Contribution to journal › Article › peer-review

  Open Access

  • Machine Learning 100%
  • Artificial Intelligence 100%
  • Machine Learning Technology 100%
  • Network Science 50%
  • Data Source 50%

• The temporal dynamics of group interactions in higher-order social networks

  Iacopini, I., Karsai, M. & Barrat, A., 27 Aug 2024, In: Nature Communications. 15, 1, p. 7391 7391.

  Research output: Contribution to journal › Article › peer-review

  Open Access

  • Social Network 100%
  • Temporal Dynamic 100%
  • Group Interaction 100%
  • Social Interaction 100%
  • Dynamical Model 100%

• Three-dimensional shape and connectivity of physical networks

  Blagojević, L. & Pósfai, M., 23 Jul 2024, In: Scientific Reports. 14, 1, p. 16874 16874.

  Research output: Contribution to journal › Article › peer-review

  Open Access

  • Network Model 100%
  • Tree 100%
  • Junction Point 16%
  • Dimensional Structure 16%

• Unified framework for hybrid percolation transitions based on microscopic dynamics

  Choi, H., Cho, Y. S., D'Souza, R., Kertész, J. & Kahng, B., 21 May 2024, In: Chaos, Solitons and Fractals. 184, 114981.

  Research output: Contribution to journal › Article › peer-review

  • Critical Behavior 100%
  • Critical Exponent 100%
  • Transition Point 100%
  • Percolation 100%

• What you have, not who you know: Food-enhanced social capital and changes in social behavioural relationships in a non-human primate

  Blersch, R., Vandeleest, J. J., Nathman, A. C., Pósfai, M., D'Souza, R., McCowan, B. & Beisner, B. A., 17 Jan 2024, In: Royal Society Open Science. 11, 1, 231460.

  Research output: Contribution to journal › Article › peer-review

  Open Access

  • Intrinsic Factor 100%
  • Cyanocobalamin 100%
  • Social Capital 100%
  • Grooming 100%
  • Primate 100%
• 2023

  Accelerating network layouts using graph neural networks

  Both, C., Dehmamy, N., Yu, R. & Barabási, A. L., 21 Mar 2023, In: Nature Communications. 14, 1, p. 1560 1560.

  Research output: Contribution to journal › Article › peer-review

  Open Access

  • Graph Neural Network 100%
  • Length Distribution 25%
  • Deep Neural Network 25%
  • Outlier 25%
  • Computational Complexity 25%

• Agta hunter-gatherer oral microbiomes are shaped by contact network structure

  Musciotto, F., Dobon, B., Greenacre, M., Mira, A., Chaudhary, N., Salali, G. D., Gerbault, P., Schlaepfer, R., Astete, L. H., Ngales, M., Gomez-Gardenes, J., Latora, V., Battiston, F., Bertranpetit, J., Vinicius, L. & Migliano, A. B., 23 Feb 2023, In: Evolutionary Human Sciences. 5, p. e9 e9.

  Research output: Contribution to journal › Article › peer-review

  Open Access

  • Bacteria 100%
  • Transmission Network 100%
  • Bacterium 50%
  • Tradeoff 50%

• A multilayer superconductor acts as an interdependent network

  Bonamassa, I. & Frydman, A., Aug 2023, In: Nature Physics. 19, 8, p. 1086-1087 2 p.

  Research output: Contribution to journal › Article

• An automated, data-driven approach to children's social dynamics in space and time

  Horn, L., Karsai, M. & Markova, G., 8 Dec 2023, In: Child Development Perspectives. 18, 1, p. 36-43 8 p.

  Research output: Contribution to journal › Article › peer-review

  Open Access

  • Children 100%
  • Peers 50%
  • Research 50%
  • Preschooler 50%
  • Toddlers 25%

• A network-based normalized impact measure reveals successful periods of scientific discovery across disciplines

  Ke, Q., Gates, A. J. & Barabási, A. L., 20 Nov 2023, In: Proceedings of the National Academy of Sciences of the United States of America. 120, 48, p. e2309378120 e2309378120.

  Research output: Contribution to journal › Article › peer-review

  Open Access

  • Fair Comparison 100%
  • Impact Measure 100%
  • Scientific Discovery 100%
  • Citation Count 100%
  • Radiology 100%

• A simple model of edit activity in Wikipedia

  Shimada, T., Ogushi, F., Török, J., Kertész, J. & Kaski, K., 27 Sep 2023, In: Physica A: Statistical Mechanics and its Applications. 630, 129253.

  Research output: Contribution to journal › Article › peer-review

  • Models 100%
  • Wikipedia 100%
  • Parameter Distribution 33%
  • Dynamical Model 33%
  • Real Data 33%

• Assessment of community efforts to advance network-based prediction of protein–protein interactions

  Wang, X. W., Madeddu, L., Spirohn, K., Martini, L., Fazzone, A., Becchetti, L., Wytock, T. P., Kovács, I. A., Balogh, O. M., Benczik, B., Pétervári, M., Ágg, B., Ferdinandy, P., Vulliard, L., Menche, J., Colonnese, S., Petti, M., Scarano, G., Cuomo, F. & Hao, T. & 11 others, Laval, F., Willems, L., Twizere, J. C., Vidal, M., Calderwood, M. A., Petrillo, E., Barabási, A. L., Silverman, E. K., Loscalzo, J., Velardi, P. & Liu, Y. Y., 22 Mar 2023, In: Nature Communications. 14, 1, p. 1582 1582.

  Research output: Contribution to journal › Article › peer-review

  Open Access

  • Molecular Mechanism 100%
  • Superior Performance 100%
  • Protein-Protein Interaction 100%
  • Organisms 50%
  • Interaction Network 25%

• Author Correction: Quantifying human performance in chess

  Chowdhary, S., Iacopini, I. & Battiston, F., 23 Mar 2023, In: Scientific Reports. 13, 1, p. 4787 4787.

  Research output: Contribution to journal › Article › peer-review

  Open Access

  • Axis 100%

• Automating Terror: The Role and Impact of Telegram Bots in the Islamic State’s Online Ecosystem

  Alrhmoun, A., Winter, C. & Kertész, J., 7 Feb 2023, In: Terrorism and Political Violence. 36, 4, p. 409-424 16 p.

  Research output: Contribution to journal › Article › peer-review

  Open Access

  • Common Behavior 100%
  • Content Distribution 100%