Matteo Magnani
Professor at Department of Information Technology; Division of Computing Science
- Telephone:
- +46 18 471 40 21
- E-mail:
- matteo.magnani@it.uu.se
- Visiting address:
- Lägerhyddsvägen 2, hus 1
SE-752 37 Uppsala
Sweden - Postal address:
- Box 337
751 05 UPPSALA
- ORCID:
- 0000-0002-3437-9018
Short presentation
Matteo's mission is to create, preserve, teach and apply knowledge in the service of humanity. Luckily enough, most of the humanity is not aware of Matteo's mission. Matteo leads the Uppsala University Information Laboratory and is a founding member of the Uppsala University Computational Social Science Lab.
Pronouns: he/him
Keywords
- artificial intelligence
- data science
- network science
- social network analysis
- computational social science
- social data mining
Biography
Matteo Magnani, director of the Uppsala University Information Laboratory and founding member of the Uppsala University Computational Social Science Lab, graduated with honours in Information Sciences at the University of Bologna in 2002. He studied Computer Science at the University of Marne la Vallée (undergraduate level) and the Imperial College London (postgraduate research level). In 2006 he obtained a PhD in Computer Science (Bologna) where in 2011 he also graduated with honours in Violin.
He has received a Rotary Prize for the best student of the Science Faculty, a Best Paper Award, a Funniest Presentation Award, a Best Poster award, some nominations as Best Reviewer, a Pedagogical Prize by the Students Union of the Faculty of Science and Technology (UTN), and a Best Young Chess Player Award at a competition with two participants - one not knowing how to play chess. The other. He is an Excellent Teacher (this is actually a real title in Sweden... update! - they have changed the title to a less embarrassing "Distinguished University Teacher", sounds much better I think) and a Docent (which is also some kind of Swedish recognition, also sounding much better. "Docent Magnani", nice!).
Before joining Uppsala University he held positions at the National Research Council in Pisa (third-level researcher - or "ricercatore di ultima", in Italian), at the University of Bologna in Italy (assistant professor - for a week or two), and at Aarhus University, Denmark (research assistant professor level).
He has done research on Database and Information Management systems, specifically uncertain information management and multidimensional database queries, and is now active in Social Data Mining. He has written around 1.5 Kg of papers on these topics (when printed on heavy A4 size sheets) and he has an h-index. He has successfully attracted funding from Working Capital (Telecom Italia), FIRB (MIUR - Italian Ministry for education, University and Research), STINT (the Swedish foundation for cooperation in research and higher education), NOS-HS (the Joint Committee for Nordic research councils in the Humanities and Social Sciences), VR (Swedish Research Council), CHANCE/FORTE, H2020 (Horizon 2020, EU) and CET (EU) schemes. (Funny to read this some time after I wrote it... "successfully"... I wonder what I meant with this? "Not unsuccessfully"? Note to myself: take some time to reflect about academic culture)

Publications
Recent publications
Improved Visual Saliency of Graph Clusters with Orderable Node-Link Layouts
Part of IEEE Transactions on Visualization and Computer Graphics, p. 1028-1038, 2025
- DOI for Improved Visual Saliency of Graph Clusters with Orderable Node-Link Layouts
- Download full text (pdf) of Improved Visual Saliency of Graph Clusters with Orderable Node-Link Layouts
Part of Environmental Communication, p. 449-467, 2025
- DOI for Do You See What I See?: Emotional Reaction to Visual Content in the Online Debate About Climate Change
- Download full text (pdf) of Do You See What I See?: Emotional Reaction to Visual Content in the Online Debate About Climate Change
Part of Computational statistics (Zeitschrift), p. 1517-1539, 2025
On the accurate computation of expected modularity in probabilistic networks
Part of Scientific Reports, 2025
- DOI for On the accurate computation of expected modularity in probabilistic networks
- Download full text (pdf) of On the accurate computation of expected modularity in probabilistic networks
Fair-mod: Fair Modular Community Detection
Part of Complex Networks & Their Applications XIII, p. 91-102, 2025
All publications
Articles in journal
Improved Visual Saliency of Graph Clusters with Orderable Node-Link Layouts
Part of IEEE Transactions on Visualization and Computer Graphics, p. 1028-1038, 2025
- DOI for Improved Visual Saliency of Graph Clusters with Orderable Node-Link Layouts
- Download full text (pdf) of Improved Visual Saliency of Graph Clusters with Orderable Node-Link Layouts
Part of Environmental Communication, p. 449-467, 2025
- DOI for Do You See What I See?: Emotional Reaction to Visual Content in the Online Debate About Climate Change
- Download full text (pdf) of Do You See What I See?: Emotional Reaction to Visual Content in the Online Debate About Climate Change
Part of Computational statistics (Zeitschrift), p. 1517-1539, 2025
On the accurate computation of expected modularity in probabilistic networks
Part of Scientific Reports, 2025
- DOI for On the accurate computation of expected modularity in probabilistic networks
- Download full text (pdf) of On the accurate computation of expected modularity in probabilistic networks
Part of PLOS ONE, 2025
- DOI for Visual digital intermediaries and global climate communication: Is climate change still a distant problem on YouTube?
- Download full text (pdf) of Visual digital intermediaries and global climate communication: Is climate change still a distant problem on YouTube?
Current challenges in multilayer network engineering
Part of Applied Network Science, 2024
- DOI for Current challenges in multilayer network engineering
- Download full text (pdf) of Current challenges in multilayer network engineering
Immigrant-critical alternative media in online conversations
Part of PLOS ONE, 2023
- DOI for Immigrant-critical alternative media in online conversations
- Download full text (pdf) of Immigrant-critical alternative media in online conversations
Community Detection in Multiplex Networks
Part of ACM Computing Surveys, 2021
Probabilistic network sparsification with ego betweenness
Part of Applied Network Science, 2021
- DOI for Probabilistic network sparsification with ego betweenness
- Download full text (pdf) of Probabilistic network sparsification with ego betweenness
Analysis of Multiplex Social Networks with R
Part of Journal of Statistical Software, p. 1-30, 2021
- DOI for Analysis of Multiplex Social Networks with R
- Download full text (pdf) of Analysis of Multiplex Social Networks with R
Deep neural networks for social visuals: studying climate communication on YouTube
Part of Selected Papers of Internet Research, SPIR, 2021
Defining and measuring probabilistic ego networks
Part of Social Network Analysis and Mining, 2021
Unspoken Assumptions in Multi-layer Modularity maximization
Part of Scientific Reports, 2020
- DOI for Unspoken Assumptions in Multi-layer Modularity maximization
- Download full text (pdf) of Unspoken Assumptions in Multi-layer Modularity maximization
A Twitter-Based Study of the European Internet of Things
Part of Information Systems Frontiers, p. 135-149, 2020
- DOI for A Twitter-Based Study of the European Internet of Things
- Download full text (pdf) of A Twitter-Based Study of the European Internet of Things
An Analysis of the Consequences of the General Data Protection Regulation on Social Network Research
Part of ACM Transactions on Social Computing, 2019
- DOI for An Analysis of the Consequences of the General Data Protection Regulation on Social Network Research
- Download full text (pdf) of An Analysis of the Consequences of the General Data Protection Regulation on Social Network Research
Observing the tech, using meetup data to observe the evolution of the discourse around IoT
Part of Selected Papers of Internet Research, SPIR, 2019
Comparing node degrees in probabilistic networks
Part of Journal of Complex Networks, p. 749-763, 2019
Foundations of Temporal Text Networks
Part of Applied Network Science, 2018
- DOI for Foundations of Temporal Text Networks
- Download full text (pdf) of Foundations of Temporal Text Networks
Quantifying layer similarity in multiplex networks: a systematic study
Part of Royal Society Open Science, 2018
- DOI for Quantifying layer similarity in multiplex networks: a systematic study
- Download full text (pdf) of Quantifying layer similarity in multiplex networks: a systematic study
Shortest Paths in Multiplex Networks
Part of Scientific Reports, 2017
- DOI for Shortest Paths in Multiplex Networks
- Download full text (pdf) of Shortest Paths in Multiplex Networks
Introduction to the special issue on multilayer networks
Part of NETWORK SCIENCE, p. 141-143, 2017
Effects of missing data in multilayer networks
Part of Social Network Analysis and Mining, 2016
A new approach to role and position detection in networks
Part of SOCIAL NETWORK ANALYSIS AND MINING, 2016
Social Network Analysis in Applications
Part of AI Communications, p. 55-56, 2016
Spreading processes in Multilayer Networks
Part of IEEE Transactions on Network Science and Engineering, p. 65-83, 2015
- DOI for Spreading processes in Multilayer Networks
- Download full text (pdf) of Spreading processes in Multilayer Networks
Multidimensional epidemic thresholds in diffusion processes over interdependent networks
Part of Chaos, Solitons & Fractals, p. 59-67, 2015
Towards effective visual analytics on multiplex and multilayer networks
Part of Chaos, Solitons & Fractals, p. 68-76, 2015
- DOI for Towards effective visual analytics on multiplex and multilayer networks
- Download full text (pdf) of Towards effective visual analytics on multiplex and multilayer networks
Clustering attributed graphs: models, measures and methods
Part of Network Science, p. 408-444, 2015
- DOI for Clustering attributed graphs: models, measures and methods
- Download full text (pdf) of Clustering attributed graphs: models, measures and methods
Taking the Big Picture: Representative Skylines based on Significance and Diversity
Part of The VLDB journal, p. 795-815, 2014
Articles, review/survey
Multilayer network simplification: Approaches, models and methods
Part of Computer Science Review, 2020
Books
Cambridge University Press, 2016
Chapters in book
Modularity-Based Selection of the Number of Slices in Temporal Network Clustering
Part of Temporal Network Theory, p. 435-447, Springer Nature, 2023
Dinamiche comunicative e Social Network: una prima analisi empirica di FriendFeed
Part of Gli effetti sociali del web, Franco Angeli, 2023
Metrics for Temporal Text Networks
Part of Temporal Network Theory, p. 147-160, Springer, 2019
- DOI for Metrics for Temporal Text Networks
- Download full text (pdf) of Metrics for Temporal Text Networks
Path-based and Whole Network Measures
Part of Encyclopedia of Social Network Analysis and Mining, Springer, 2014
Multiple social networks, data models and measures for
Part of Encyclopedia of Social Network Analysis and Mining, Springer, 2014
Large-Scale Social Network Analysis
Part of Large-Scale Data Analytics, p. 155-187, Springer, 2014
Factors Enabling Information Propagation in a Social Network Site
Part of The Influence of Technology on Social Network Analysis and Mining, p. 411-426, Springer Vienna, 2013
Conference papers
Fair-mod: Fair Modular Community Detection
Part of Complex Networks & Their Applications XIII, p. 91-102, 2025
Analysing the effect of different design choices in network-based topic detection
Part of CLADAG2023, 2023
Robustness and Sensitivity of Network-Based Topic Detection
Part of Complex Networks and their Applications XI, p. 259-270, 2023
On the conditions for integrating deep learning into the study of visual politics
Part of WebSci '21, p. 56-64, 2021
- DOI for On the conditions for integrating deep learning into the study of visual politics
- Download full text (pdf) of On the conditions for integrating deep learning into the study of visual politics
International Workshop on Mining Attributed Networks (MATNET 2018) Chairs' Welcome
Part of WWW '18, p. 1231-1233, 2018
Partial and Overlapping Community Detection in Multiplex Social Networks
Part of 10th International Conference on Social Informatics (SocInfo2018 ), p. 15-28, 2018
Part of 2018 IEEE/ACM International Conference on Advances in Social Networks Analysis and Mining (ASONAM), p. 531-534, 2018
A generalized force-directed layout for multiplex sociograms
Part of Social Informatics, p. 212-227, 2018
A Join Operator for Property Graphs
Part of EDBT/ICDT Workshops, 2017
Multilayer Analysis of Online Illicit Marketplaces
Part of 2016 European Intelligence And Security Informatics Conference (EISIC), p. 199-199, 2016
Using indirect blockmodeling for monitoring students roles in collaborative learning networks
Part of 2016 IEEE 20th International Conference on Computer Supported Cooperative Work in Design (CSCWD), p. 164-169, 2016
Diffusion of Innovations over Multiplex Social Networks
Part of International Symposium on Artificial Intelligence and Signal Processing (AISP), p. 1-5, 2015
Investigating the types and effects of missing data in multilayer networks
Part of International Conference on Advances in Social Networks Analysis and Mining (ASONAM), p. 392-399, 2015
Role and position detection in networks: reloaded
Part of International Conference on Advances in Social Networks Analysis and Mining (ASONAM), p. 320-325, 2015
Efficient caching for constrained skyline queries
Part of Extending Database Technology (EDBT), 2015
Understanding community patterns in large attributed social networks
Part of Proceedings Of The 2015 IEEE/ACM International Conference On Advances In Social Networks Analysis And Mining (Asonam 2015), p. 1503-1508, 2015
Missing data in multiplex networks: a preliminary study
2014
SkyView: a user evaluation of the skyline operator
Part of Proceedings of the ACM Conference on Information and Knowledge Management (CIKM), p. 2249-2254, 2013
From stars to galaxies: skyline queries on aggregate data
Part of Proceedings of the 16th International Conference on Extending Database Technology, p. 477-488, 2013
Efficient GPU-based skyline computation
Part of Proceedings of the Ninth International Workshop on Data Management on New Hardware (DaMoN @ SIGMOD), 2013
On multidimensional network measures
Part of Italian Conference on Sistemi Evoluti per le Basi di Dati (SEBD), 2013
Spatio-Temporal Keyword Queries in Social Networks
Part of 17th East-European Conference on Advances in Databases and Information Systems (ADBIS), p. 70-83, 2013
Pareto Distance for Multi-layer Network Analysis
Part of Social Computing, Behavioral-Cultural Modeling and Prediction, p. 249-256, 2013
Formation of multiple networks
Part of Social Computing, Behavioral-Cultural Modeling and Prediction, p. 257-264, 2013