Publications

Publications by fabrizio marozzo

Books

  1. Cristina Stolojescu-Crisan, Fabrizio Marozzo. The Internet of Things (IoT) and Its Application in Monitoring. MDPI, 2026. ISBN 978-3-7258-8101-7 (Hardback); ISBN 978-3-7258-8102-4 (PDF) BibTeX
  2. Fabrizio Marozzo, Riccardo Cantini. Generative AI and Large Language Models. MDPI, 2026. ISBN: 978-3-7258-7703-4 (Hardback); ISBN 978-3-7258-7704-1 (PDF) BibTeX
  3. Domenico Talia, Paolo Trunfio, Fabrizio Marozzo, Loris Belcastro, Riccardo Cantini, Alessio Orsino. Programming Big Data Applications: Scalable Tools and Frameworks for Your Needs. World Scientific, 2024. ISBN: 978-1-80061-504-5 BibTeX
  4. Domenico Talia, Fabrizio Marozzo. Review Papers in Big Data, Cloud-Based Data Analysis and Learning Systems. 2023. ISBN 978-3-0365-8000-5 (hardback); ISBN 978-3-0365-8001-2 (PDF) BibTeX
  5. Domenico Talia, Paolo Trunfio, Fabrizio Marozzo. Data Analysis in the Cloud: Models, Techniques and Applications. Elsevier, 2015. ISBN 978-0-12-802881-0 BibTeX

Edited books and proceedings

  1. Jesus Carretero, Javier Garcia-Blas, Victor Gergel, Vladimir Voevodi, Iosif Meyerov, Juan-Antonio Rico-Gallego, Juan C. Díaz-Martín, Pedro Alonso, Juan Durillo, José Daniel Garcia Sánchez, Alexey L. Lastovetsky, Fabrizio Marozzo, Qin Liu, Zakirul Alam Bhuiyan, Karl Fürlinger, José Gracia. Algorithms and Architectures for Parallel Processing. Springer, 2016. BibTeX

Papers in journals

  1. Cristian Cosentino, Chiara D’Ercoli, Zhongtian Sun, Tiago Azevedo, Richard Bethlehem, Fabrizio Marozzo, Pietro Lio, Michail Mamalakis. Explainable Feature Attribution in Heterogeneous Clinical-to-Text Transformer Language Models for Alzheimer’s Progression Diagnosis. IEEE Transactions on Neural Networks and Learning Systems (TNNLS), 2026. To appear BibTeX
  2. Loris Belcastro, Francesco Gervino, Fabrizio Marozzo, Domenico Talia, Paolo Trunfio. Explainable Detection of Depression Status Shifts from User Digital Traces. Social Network Analysis and Mining, 2026. To appear BibTeX
  3. Fabrizio Marozzo. When AI Becomes a Bridge Across Expertise: Human-AI Collaboration and the Limits of Agentic AI. Computers in Human Behavior: Artificial Humans, n. 9, pp. 100377, 2026. BibTeX
  4. Fabrizio Marozzo, Loris Belcastro. Progressive Disambiguation and Sycophancy Mitigation for Prompt Uncertainty in Generative AI. International Journal of Neural Systems, 2026. BibTeX
  5. Cristian Cosentino, Simone Squillace, Fabrizio Marozzo. An Auditable LLM-RAG Architecture for Financial Document Intelligence and Decision Support. Future Internet, vol. 18, n. 6, pp. 284, 2026. BibTeX
  6. Cristina Stolojescu-Crisan, Fabrizio Marozzo. The Internet of Things (IoT) and Its Application in Monitoring. Applied Sciences, vol. 16, n. 10, 2026. BibTeX
  7. Fabrizio Marozzo, Riccardo Cantini. Generative AI and Large Language Models. Big Data and Cognitive Computing, 2026. BibTeX
  8. Cristian Cosentino, Merve Gunduz-Cure, Fabrizio Marozzo, Sule Ozturk-Birim. Interpreting User Opinions: A Multidimensional Approach Leveraging Explainable AI and Generative Models. Machine Learning, vol. 115, n. 140, 2026. BibTeX
  9. Cristian Cosentino, Simone Gatto, Pietro Lio, Fabrizio Marozzo. Machine Unlearning: A Perspective, Taxonomy, and Benchmark Evaluation. Future Internet, vol. 18, n. 3, pp. 174, 2026. BibTeX
  10. Loris Belcastro, Cristian Cosentino, Fabrizio Marozzo. Understanding Political Polarization with Generative AI: A Large-Scale Analysis of Voter Preferences on Social Media. IEEE Access, vol. 14, pp. 47389-47405, 2026. BibTeX
  11. Loris Belcastro, Fabrizio Marozzo, Alessio Orsino, Domenico Talia, Paolo Trunfio. Navigating the edge-cloud continuum: A state-of-practice survey. IEEE Access, IEEE Access, vol. 14, pp. 40622-40647, 2026. BibTeXPDF
  12. Cristian Cosentino, Francesco Folino, Fabrizio Marozzo, L. Pontieri. Sustainable Hybrid Text Classification: Enhancing Encoder-Only Language Models with NLI-Derived Pseudo-Examples. Array, n. 29, pp. 100705, 2026. BibTeX
  13. Riccardo Cantini, Fabrizio Marozzo, Alessio Orsino, Domenico Talia, Paolo Trunfio. Dynamic Hashtag Recommendation in Social Media with Trend Shift Detection and Adaptation. IEEE Transactions on Computational Social Systems, vol. 13, n. 2, pp. 1989-2001, 2026. BibTeX
  14. Francesco Blefari, Cristian Cosentino, Francesco Aurelio Pironti, Angelo Furfaro, Fabrizio Marozzo. CyberRAG: An Agentic RAG cyber attack classification and reporting tool. Future Generation Computer Systems , vol. 176, pp. 108186, 2026. BibTeX
  15. Loris Belcastro, Carmine Carlucci, Cristian Cosentino, Pietro Lio, Fabrizio Marozzo. Enhancing Network Security Using Knowledge Graphs and Large Language Models for Explainable Threat Detection. Future Generation Computer Systems, vol. 176, pp. 108160, 2026. BibTeX
  16. Loris Belcastro, Cristian Cosentino, Fabrizio Marozzo, Merve Gunduz-Cure, Sule Ozturk-Birim. Multistakeholder Disaster Insights from Social Media Using Large Language Models. IEEE Transactions on Computational Social Systems, 2025. BibTeXPDF
  17. Loris Belcastro, Riccardo Cantini, Fabrizio Marozzo, Domenico Talia, Paolo Trunfio. Detecting mental disorder on social media: a ChatGPT-augmented explainable approach. Online Social Networks and Media, vol. 48, pp. 100321, 2025. BibTeXPDF
  18. Riccardo Cantini, Cristian Cosentino, Fabrizio Marozzo, Domenico Talia, Paolo Trunfio. Harnessing Prompt-based Large Language Models for Disaster Monitoring and Automated Reporting from Social Media Feedback. Online Social Networks and Media, vol. 45, pp. 100295, 2025. BibTeXPDF
  19. Riccardo Cantini, Cristian Cosentino, Irene Kilanioti, Fabrizio Marozzo, Domenico Talia. Unmasking Deception: A Topic-Oriented Multimodal Approach to Uncover False Information on Social Media. Machine Learning, vol. 114, n. 13, 2025. BibTeXPDF
  20. Loris Belcastro, Salvatore Giampà, Fabrizio Marozzo, Domenico Talia, Paolo Trunfio, Rosa M. Badia, Jorge Ejarque, Nihad Mammadli. Boosting HPC Data Analysis Performance with the ParSoDA-Py Library. Journal of Supercomputing, 2024. BibTeXPDF
  21. Riccardo Cantini, Fabrizio Marozzo, Alessio Orsino, Domenico Talia, Paolo Trunfio, Rosa M. Badia, Jorge Ejarque, Fernando Vazquez-Novoa. Block size estimation for data partitioning in HPC applications using machine learning techniques. Journal of Big Data, vol. 11, n. 19, 2024. BibTeXPDF
  22. Loris Belcastro, Domenico Carbone, Cristian Cosentino, Fabrizio Marozzo, Paolo Trunfio. Enhancing Cryptocurrency Price Forecasting: Integrating Machine Learning with Social Media and Market Data. Algorithms, n. 12, 2023. BibTeXPDF
  23. Fabrizio Marozzo, Domenico Talia. Perspectives on Big Data, Cloud-Based Data Analysis and Machine Learning Systems. Big Data and Cognitive Computing, vol. 7, n. 2, 2023. BibTeX
  24. Loris Belcastro, Fabrizio Marozzo, Alessio Orsino, Domenico Talia, Paolo Trunfio. Edge-cloud continuum solutions for urban mobility prediction and planning. IEEE Access, vol. 11, pp. 38864-38874, 2023. BibTeXPDF
  25. Fabrizio Marozzo, Loris Belcastro. Cloud Computing for Big Data Analysis. Applied Sciences, vol. 12, n. 20, 2022. BibTeX
  26. Loris Belcastro, Francesco Branda, Riccardo Cantini, Fabrizio Marozzo, Domenico Talia, Paolo Trunfio. Analyzing voter behavior on social media during the 2020 US presidential election campaign. Social Network Analysis and Mining, 2022. BibTeXPDF
  27. Jorge Ejarque, Rosa M. Badia, Loïc Albertin, Giovanni Aloisio, Enrico Baglione, Yolanda Becerra, Stefan Boschert, Julian R. Berlin, Alessandro D'Anca, Donatello Elia, François Exertier, Sandro Fiore, José Flich, Arnau Folch, Steven J. Gibbons, Nikolay Koldunov, Francesc Lordan, Stefano Lorito, Finn Lovholt, Jorge Macias, Fabrizio Marozzo, Alberto Michelini, Marisol Monterrubio-Velasco, Marta Pienkowska, Josep De la Puente, Anna Queralt, Enrique S. Quintana-Ortí, Juan E. Rodríguez, Fabrizio Romano, Riccardo Rossi, Jedrzej Rybicki, Miroslaw Kupczyk, Jacopo Selva, Domenico Talia, Roberto Tonini, Paolo Trunfio, Manuela Volpe. Enabling Dynamic and Intelligent Workflows for HPC, Data Analytics, and AI Convergence. Future Generation Computer Systems, 2022. BibTeXPDF
  28. Loris Belcastro, Riccardo Cantini, Fabrizio Marozzo. Knowledge Discovery From Large Amounts Of Social Media Data. Applied Sciences, vol. 12, n. 3, 2022. BibTeXPDF
  29. Riccardo Cantini, Fabrizio Marozzo, Domenico Talia, Paolo Trunfio. Analyzing Political Polarization on Social Media by Deleting Bot Spamming. Big Data and Cognitive Computing, vol. 1, n. 6, 2022. BibTeXPDF
  30. Loris Belcastro, Riccardo Cantini, Fabrizio Marozzo, Alessio Orsino, Domenico Talia, Paolo Trunfio. Programming Big Data Analysis: Principles and Solutions. Journal of Big Data, vol. 9, n. 4, 2022. BibTeXPDF
  31. Riccardo Cantini, Fabrizio Marozzo, Giovanni Bruno, Paolo Trunfio. Learning sentence-to-hashtags semantic mapping for hashtag recommendation on microblogs. ACM Transactions on Knowledge Discovery from Data, vol. 16, n. 2, pp. 1-26, 2022. BibTeXPDF
  32. Dragi Kimovski, Roland Matha, Gabriel Iuhasz, Fabrizio Marozzo, Dana Petcu, Radu Prodan. Autotuning of exascale applications with anomalies detection. Frontiers in Big Data, vol. 4, pp. 101, 2021. BibTeXPDF
  33. Riccardo Cantini, Fabrizio Marozzo, Silvio Mazza, Domenico Talia, Paolo Trunfio. A Weighted Artificial Bee Colony Algorithm for Influence Maximization. Online Social Networks and Media, vol. 26, pp. 100167, 2021. BibTeXPDF
  34. Raphael Camargo, Fabrizio Marozzo, Wellington Martins. Computer architecture and high performance computing. Concurrency and Computation: Practice and Experience, vol. 33, n. 18, pp. e6526, 2021. BibTeX
  35. Loris Belcastro, Fabrizio Marozzo, Emanuele Perrella. Automatic detection of user trajectories from social media posts. Expert Systems with Applications, vol. 186, pp. 115733, 2021. BibTeXPDF
  36. Loris Belcastro, Fabrizio Marozzo, Domenico Talia, Paolo Trunfio, Francesco Branda, Themis Palpanas, Muhammad Imran. Using Social Media for Sub-Event Detection during Disasters. Journal of Big Data, vol. 8, n. 79, 2021. BibTeXPDF
  37. Riccardo Cantini, Fabrizio Marozzo, Alessio Orsino, Domenico Talia, Paolo Trunfio. Exploiting Machine Learning For Improving In-memory Execution of Data-intensive Workflows on Parallel Machines. Future Internet, vol. 13, n. 5, 2021. BibTeXPDF
  38. Salvatore Giampà, Loris Belcastro, Fabrizio Marozzo, Domenico Talia, Paolo Trunfio. A data-aware scheduling strategy for executing large-scale distributed workflows. IEEE Access, vol. 9, pp. 47354-47364, 2021. ISSN: 2169-3536 BibTeXPDF
  39. Loris Belcastro, M. Tahar Kechadi, Fabrizio Marozzo, Luca Pastore, Domenico Talia, Paolo Trunfio. Parallel extraction of Regions-of-Interest from social media data. Concurrency and Computation: Practice and Experience, vol. 33, n. 8, pp. e5638, 2021. BibTeXPDF
  40. Francesco Branda, Fabrizio Marozzo, Domenico Talia. Ticket Sales Prediction and Dynamic Pricing Strategies in Public Transport. Big Data and Cognitive Computing, vol. 4, n. 4, 2020. ISSN: 2504-2289 BibTeXPDF
  41. Loris Belcastro, Riccardo Cantini, Fabrizio Marozzo, Domenico Talia, Paolo Trunfio. Learning Political Polarization on Social Media using Neural Networks. IEEE Access, vol. 8, n. 1, pp. 47177-47187, 2020. BibTeXPDF
  42. Fabrizio Marozzo, Domenico Talia, Paolo Trunfio. A Sleep-and-Wake technique for reducing energy consumption in BitTorrent networks. Concurrency and Computation: Practice and Experience, vol. 32, n. 14, pp. e5723, 2020. BibTeXPDF
  43. Loris Belcastro, Fabrizio Marozzo, Domenico Talia, Paolo Trunfio. ParSoDA: High-Level Parallel Programming for Social Data Mining. Social Network Analysis and Mining, vol. 9, n. 1, 2019. BibTeXPDF
  44. Loris Belcastro, Fabrizio Marozzo, Domenico Talia. Programming Models and Systems for Big Data Analysis. International Journal of Parallel, Emergent and Distributed Systems, vol. 34, pp. 632-652, 2019. BibTeXPDF
  45. Loris Belcastro, Fabrizio Marozzo, Paolo Trunfio. A Scalable Middleware for Context-aware Mobile Applications. International Journal of Ad Hoc and Ubiquitous Computing, vol. 31, n. 2, pp. 112-122, 2019. BibTeXPDF
  46. Fabrizio Marozzo, Alessandro Bessi. Analyzing Polarization of Social Media Users and News Sites during Political Campaigns. Social Network Analysis and Mining, vol. 8, n. 1, pp. 1-13, 2018. ISSN:1869-5469 BibTeXPDF
  47. Loris Belcastro, Fabrizio Marozzo, Domenico Talia, Paolo Trunfio. G-RoI: Automatic Region-of-Interest detection driven by geotagged social media data. ACM Transactions on Knowledge Discovery from Data, vol. 12, n. 3, pp. 27:1-27:22, 2018. BibTeXPDF
  48. Fabrizio Marozzo, Domenico Talia, Paolo Trunfio. A Workflow Management System for Scalable Data Mining on Clouds. IEEE Transactions On Services Computing, vol. 11, n. 3, pp. 480-492, 2018. ISSN: 1939-1374 BibTeXPDF
  49. Eugenio Cesario, Fabrizio Marozzo, Domenico Talia, Paolo Trunfio. SMA4TD: A Social Media Analysis Methodology for Trajectory Discovery in Large-Scale Events. Online Social Networks and Media, vol. 3-4, pp. 49-62, 2017. BibTeXPDF
  50. Fabrizio Marozzo, Francisco Rodrigo Duro, Javier Garcia-Blas, Jesus Carretero, Domenico Talia, Paolo Trunfio. A Data-aware Scheduling Strategy for Workflow Execution in Clouds. Concurrency and Computation: Practice and Experience, Wiley InterScience, vol. 29, n. 24, 2017. ISSN: 1532-0634 BibTeXPDF
  51. Albino Altomare, Eugenio Cesario, Carmela Comito, Fabrizio Marozzo, Domenico Talia. Trajectory Pattern Mining for Urban Computing in the Cloud. IEEE Transactions on Parallel and Distributed Systems, vol. 28, n. 2, pp. 586-599, 2017. ISSN:1045-9219 BibTeXPDF
  52. Francisco Rodrigo Duro, Fabrizio Marozzo, Javier Garcia-Blas, Domenico Talia, Paolo Trunfio. Exploiting in-memory storage for improving workflow executions in Cloud platforms. Journal of Supercomputing, Springer, vol. 72, n. 11, pp. 4069-4088, 2016. BibTeXPDF
  53. Loris Belcastro, Fabrizio Marozzo, Domenico Talia, Paolo Trunfio. Using Scalable Data Mining for Predicting Flight Delays. ACM Transactions on Intelligent Systems and Technology, vol. 8, n. 1, pp. 5:1-5:20, 2016. BibTeXPDF
  54. Fabrizio Marozzo, Domenico Talia, Paolo Trunfio. JS4Cloud: Script-based Workflow Programming for Scalable Data Analysis on Cloud Platforms. Concurrency and Computation: Practice and Experience, Wiley InterScience , vol. 27, n. 17, pp. 5214--5237, 2015. BibTeXPDF
  55. Georges Da Costa, Thomas Fahringer, Juan-Antonio Rico-Gallego, Ivan Grasso, Atanas Hristov, Helen D. Karatza, Alexey Lastovetsky, Fabrizio Marozzo, Dana Petcu, Georgios L. Stavrinides, Domenico Talia, Paolo Trunfio, Hrachya Astsatryan. Exascale machines require new programming paradigms and runtimes. Supercomputing Frontiers and Innovations, vol. 2, n. 2, pp. 6--27, 2015. BibTeXPDF
  56. Francesc Lordan, Enric Tejedor, Jorge Ejarque, Roger Rafanell, Javer Álvarez, Fabrizio Marozzo, Daniele Lezzi, Raül Sirvent, Domenico Talia, RosaM. Badia. ServiceSs: An Interoperable Programming Framework for the Cloud. Journal of Grid Computing, vol. 12, n. 1, pp. 67-91, 2014. BibTeXPDF
  57. Fabrizio Marozzo, Domenico Talia, Paolo Trunfio. P2P-MapReduce: Parallel data processing in dynamic Cloud environments. Journal of Computer and System Sciences, Elsevier Science, vol. 78, n. 5, pp. 1382--1402, 2012. BibTeXPDF

Book chapters

  1. Loris Belcastro, Riccardo Cantini, Fabrizio Marozzo, Domenico Talia, Paolo Trunfio. Shedding Light Inside the Black Box: Techniques for Explainable Artificial Intelligence in Healthcare. Explainable Machine Intelligence in Healthcare, pp. 57-72, 2025. BibTeX
  2. Cristian Cosentino, Fabrizio Marozzo, Paolo Trunfio. Infrastructures for High-Performance Computing: Cloud Computing Development Environments. Reference Module in Life Sciences, 2024. ISBN: 978-0-12-809633-8 BibTeXPDF
  3. Loris Belcastro, Cristian Cosentino, Fabrizio Marozzo. Infrastructures for High-Performance Computing: Cloud Infrastructures. Reference Module in Life Sciences, Elsevier, 2024. ISBN: 978-0-12-809633-8 BibTeXPDF
  4. Loris Belcastro, Fabrizio Marozzo, Paolo Trunfio. Infrastructures for High-Performance Computing: Cloud Computing. Reference Module in Life Sciences, Elsevier, 2024. ISBN: 978-0-12-809633-8 BibTeXPDF
  5. Alessio Orsino, Riccardo Cantini, Fabrizio Marozzo. Evaluating the performance of a multimodal speaker tracking system at the edge-to-cloud continuum. Device-Edge-Cloud Continuum - Paradigms, Architectures and Applications, pp. 155-166, 2024. BibTeXPDF
  6. Riccardo Cantini, Fabrizio Marozzo, Alessio Orsino. Deep learning meets smart agriculture: using LSTM networks to handle anomalous and missing sensor data in the compute continuum. Device-Edge-Cloud Continuum - Paradigms, Architectures and Applications, pp. 141-153, 2024. BibTeXPDF
  7. Loris Belcastro, Fabrizio Marozzo, Alessio Orsino. Hybrid edge/cloud solutions for supporting autonomous vehicles. Advances in Autonomous Vehicle Systems, 2023. BibTeXPDF
  8. Fabrizio Marozzo, Loris Belcastro. Cloud Computing for Big Data Analysis. Encyclopedia of Big Data Technologies, 2022. ISBN 978-3-319-63962-8 BibTeXPDF
  9. Loris Belcastro, Fabrizio Marozzo. Workflow systems for Big data analysis. Encyclopedia of Big Data Technologies, pp. 1-7, 2022. ISBN 978-3-319-63962-8 BibTeXPDF
  10. Fabrizio Marozzo, Loris Belcastro. High performance framework to analyze microarray data. Microarray Data Analysis: Methods and Protocols, Springer, vol. 2401 , pp. 13-27, 2022. BibTeXPDF
  11. Angelos Bilas, Jesus Carretero, Toni Cortes, Javier Garcia-Blas, Pilar Gonzalez Ferez, Anastasios Papagiannis, Anna Queralt, Fabrizio Marozzo, Giorgos Saloustros, Ali Shoker, Domenico Talia, Paolo Trunfio. Data management techniques. Ultrascale Computing Systems, IET, pp. 85-126, 2019. BibTeXPDF
  12. Fabrizio Marozzo, Loris Belcastro. Cloud computing for Big Data analysis. Encyclopedia of Big Data Technologies, Springer, 2018. ISBN 978-3-319-63962-8 BibTeXPDF
  13. Loris Belcastro, Fabrizio Marozzo. Workflow systems for Big data analysis. Encyclopedia of Big Data Technologies, Springer, pp. 1-6, 2018. ISBN 978-3-319-63962-8 BibTeXPDF
  14. Fabrizio Marozzo, Paolo Trunfio. Infrastructures for High-Performance Computing: Cloud Computing Development Environments. Encyclopedia of Bioinformatics and Computational Biology, Elsevier, 2018. ISBN 978-0-12-809633-8 BibTeXPDF
  15. Fabrizio Marozzo. Infrastructures for High-Performance Computing: Cloud Infrastructures. Encyclopedia of Bioinformatics and Computational Biology, Elsevier, 2018. ISBN 978-0-12-809633-8 BibTeXPDF
  16. Loris Belcastro, Fabrizio Marozzo, Domenico Talia, Paolo Trunfio. Big Data Analysis on Clouds. Handbook of Big Data Technologies, Springer, pp. 101-142, 2017. ISBN: 978-3-319-49339-8 BibTeXPDF
  17. Fabrizio Marozzo, Domenico Talia, Paolo Trunfio. Implementing MapReduce Applications in Dynamic Cloud Environments. Cloud Computing: Principles, Systems and Applications, second edition, Springer, pp. 211-223, 2017. ISBN: 978-3-319-54645-2 BibTeXPDF
  18. Fabrizio Marozzo, Domenico Talia, Paolo Trunfio. Cloud Services for Distributed Knowledge Discovery. Encyclopedia of Cloud Computing, Wiley-IEEE, pp. 774--785, 2016. ISBN 978-1-118-82197-8 BibTeXPDF
  19. Fabrizio Marozzo, Domenico Talia, Paolo Trunfio. A Peer-to-Peer Framework for Supporting MapReduce Applications in Dynamic Cloud Environments. Cloud Computing: Principles, Systems and Applications, Springer, pp. 113--125, 2010. ISBN 978-1-84996-240-7 BibTeXPDF

Papers in conference proceedings

  1. Sule Ozturk-Birim, Merve Gunduz-Cure, Pietro Lio, Fabrizio Marozzo. Improving AI-Assisted Decision Making through Agentic Knowledge Graph Reasoning. 8th International Conference on Industry of the Future and Smart Manufacturing (ISM 2026), 2026. To appear BibTeX
  2. Fabrizio Marozzo, Loris Belcastro. LLM-Assisted Deployment Planning for Industrial IoT Workflows Across the Edge-Cloud Continuum. IEEE International eScience Conference (eScience26), 2026. To appear BibTeX
  3. Loris Belcastro, Fabrizio Marozzo, Domenico Talia, Paolo Trunfio. Operational Digital Twin Instantiation for Edge-to-Cloud Service Platforms. IEEE Smart World Congress 2026 (IEEE SWC 2026), 2026. BibTeXPDF
  4. Cristian Cosentino, Fabrizio Marozzo, Francesco Felicetti, Francesco Lamonaca, Pietro Lio. Metrologically Grounded Graph-Augmented Multimodal AI for Surgical Video Documentation in Smart Healthcare Environments. 2026 IEEE International Workshop on Metrology for Living Environment (MetroLivEnv), pp. 301-304, 2026. BibTeX
  5. Hugo Georgenthum, Cristian Cosentino, Fabrizio Marozzo, Pietro Lio. Enhancing Surgical Documentation through Multimodal Visual-Temporal Transformers and Generative AI. Machine Learning for Health Symposium (ML4H), 2026. BibTeX
  6. Loris Belcastro, Fabrizio Marozzo, Aleandro Presta. Generative AI for Optimizing Service Mapping in the Edge-Cloud Continuum. IEEE International Conference on Pervasive Intelligence and Computing (PICom 2025), 2025. BibTeXPDF
  7. Francesco Blefari, Cristian Cosentino, Angelo Furfaro, Fabrizio Marozzo, Francesco Aurelio Pironti. SecFlow: An Agentic LLM-Based Framework for Modular Cyberattack Analysis and Explainability. CEUR Workshop Proceedings 2025, vol. 4075, 2025. BibTeXPDF
  8. Riccardo Cantini, Cristian Cosentino, Fabrizio Marozzo, Domenico Talia, Paolo Trunfio. Neural Topic Modeling in Social Media by Clustering Latent Hashtag Representations. 28th European Conference on Artificial Intelligence (ECAI-2025), pp. 146 - 153, 2025. BibTeX
  9. Cristian Cosentino, Merve Gunduz-Cure, Fabrizio Marozzo, Sule Ozturk-Birim. From Reviews to Results: Generative AI for Review-Driven Product and Service Comparisons. 28th International Conference on Discovery Science (DS2025), pp. 78–93, 2025. BibTeXPDF
  10. Loris Belcastro, Nicola Gabriele, Fabrizio Marozzo, Alessio Orsino, Domenico Talia, Paolo Trunfio, RosaM. Badia, Francesc Lordan. Federated Learning in the Edge-Cloud Continuum: A Task-Based Approach with Colony. Euro-Par Workshops, LNCS, vol. 16294, pp. 19-31, 2025. BibTeX
  11. Loris Belcastro, Riccardo Cantini, Fabrizio Marozzo, Alessio Orsino, Domenico Talia, Paolo Trunfio. Advancing Green and Fair AI: A Research Perspective on Environmental and Social Sustainability. 5th National Conference on Artificial Intelligence (Ital-IA 2025), CEUR Workshop Proceedings, vol. 4121, 2025. BibTeXPDF
  12. Loris Belcastro, Cristian Cosentino, Pietro Lio, Fabrizio Marozzo. Balanced and Token-Efficient Summarization of User Reviews via Stratified Sampling and Large Language Models. European Conference on Machine Learning and Principles and Practice of Knowledge Discovery in Databases (ECML PKDD), pp. 290–306, 2025. BibTeXPDF
  13. Loris Belcastro, Paolo Ferragina, Giovanni Manzini, Fabrizio Marozzo, Domenico Talia, Paolo Trunfio. Scalable Compression of Massive Data Collections on HPC Systems. International European Conference on Parallel and Distributed Computing (Euro-Par 2025), pp. 321--334, 2025. BibTeXPDF
  14. Fabrizio Marozzo. Iterative Resolution of Prompt Ambiguities Using a Progressive Cutting-Search Approach. 21st International Conference on Artificial Intelligence Applications and Innovations (AIAI 2025), pp. 210-224, 2025. BibTeXPDF
  15. Loris Belcastro, Cristian Cosentino, Fabrizio Marozzo, Aleandro Presta, Paolo Trunfio. Empowering Efficient Drone Monitoring with Low-Latency Edge-Cloud Continuum Platforms. 33rd Euromicro International Conference on Parallel, Distributed, and Network-Based Processing (PDP 2025), pp. 333-340, 2025. BibTeXPDF
  16. Loris Belcastro, Fabrizio Marozzo, Aleandro Presta, Rosa Varchera, Andrea Vinci. Developing Platform-Agnostic IIoT Applications in Edge-Cloud Environments. International Conference on Industry 4.0 & Smart Manufacturing 2024 (ISM 2024), vol. 253, pp. 2106-2115, 2025. BibTeXPDF
  17. Loris Belcastro, Fabrizio Marozzo, Alessio Orsino, Aleandro Presta, Andrea Vinci. Developing Cross-Platform and Fast-Responsive Applications on the Edge-Cloud Continuum. 15th IFIP Wireless and Mobile Networking Conference (WMNC 2024), pp. 589-594, 2024. BibTeXPDF
  18. Fabrizio Marozzo, Aleandro Presta, Rosa Varchera, Andrea Vinci. Estimating performances of Application Deployment on Distributed IoT-Edge-Cloud Infrastructures. 22nd IEEE International Conference on Pervasive Intelligence and Computing (PICom 2024), pp. 156-161, 2024. BibTeXPDF
  19. Cristian Cosentino, Merve Gunduz-Cure, Fabrizio Marozzo, Sule Ozturk-Birim. Exploiting Large Language Models for Enhanced Review Classification Explanations Through Interpretable and Multidimensional Analysis. 27th International Conference on Discovery Science (DS2024), pp. 3-18, 2024. BibTeXPDF
  20. Riccardo Cantini, Cristian Cosentino, Fabrizio Marozzo. Multi-Dimensional Classification on Social Media Data for Detailed Reporting with Large Language Models. 20th International Conference on Artificial Intelligence Applications and Innovations (AIAI 2024), pp. 100--114, 2024. BibTeXPDF
  21. Fabrizio Marozzo, Andrea Vinci. Design of Platform-Independent IoT Applications in the Edge-Cloud Continuum. 20th International Conference on Distributed Computing in Smart Systems and the Internet of Things (DCOSS-IoT), pp. 589-594, 2024. BibTeXPDF
  22. Loris Belcastro, Fabrizio Marozzo, Aleandro Presta, Domenico Talia. A Spark-based Task Allocation Solution for Machine Learning in the Edge-Cloud Continuum. 20th International Conference on Distributed Computing in Smart Systems and the Internet of Things (DCOSS-IoT), pp. 576-582, 2024. BibTeXPDF
  23. Vladislav Kashansky, Sara Agha Hossein Kashani, Javier Garcia-Blas, Fabrizio Marozzo, Hai Zhuge, Xiaoping Sun. An Innovative Control Approach for Cyber-Physical Transportation Systems: The Case of Monte-Carlo Workflow Computations. 32nd Euromicro International Conference on Parallel, Distributed, and Network-Based Processing (PDP 2024), pp. 153-160, 2024. BibTeX
  24. Riccardo Cantini, Cristian Cosentino, Irene Kilanioti, Fabrizio Marozzo, Domenico Talia. Unmasking COVID-19 False Information on Twitter: a Topic-based Approach with BERT. 26th International Conference on Discovery Science (DS2023), vol. 14276, pp. 126-140, 2023. BibTeXPDF
  25. Vladislav Kashansky, Sara Agha Hossein Kashani, Hai Zhuge, Javier Garcia-Blas, Fabrizio Marozzo. Intelligent and Sustainable Transportation through Multi-Objective Model for the Logistic Route-Order Dispatching System. The 2023 ACM International Conference on Information Technology for Social Good (GoodIT 2023), 2023. BibTeXPDF
  26. Fabrizio Marozzo, Alessio Orsino, Paolo Trunfio, Domenico Talia. Scaling machine learning at the edge-cloud: a distributed computing perspective. 2023 19th International Conference on Distributed Computing in Smart Systems and the Internet of Things (DCOSS-IoT), pp. 761-767, 2023. BibTeXPDF
  27. Loris Belcastro, Fabrizio Marozzo, Alessio Orsino, Domenico Talia, Paolo Trunfio. Using the Compute Continuum for Data Analysis: Edge-cloud Integration for Urban Mobility. 31st Euromicro International Conference on Parallel, Distributed, and Network-Based Processing (PDP 2023), pp. 338-344, 2023. BibTeXPDF
  28. Riccardo Cantini, Fabrizio Marozzo. Topic Detection and Tracking in Social Media Platforms. EAI International Conference on Pervasive knowledge and collective intelligence on Web and Social Media (EAI PerSoM 2022), pp. 41-56, 2022. BibTeXPDF
  29. Javier Garcia-Blas, Javier Fernandez, Jesus Carretero, Fabrizio Marozzo, Domenico Talia, Paolo Trunfio, Daniel Martin de Blas, Alberto Fernandez-Pena. Convergence of HPC and Big Data in extreme-scale data analysis through the DCEx programming model. IEEE 34th International Symposium on Computer Architecture and High Performance Computing, pp. 130-139, 2022. BibTeXPDF
  30. Fabrizio Marozzo, Alessio Orsino, Domenico Talia, Paolo Trunfio. Edge Computing Solutions for Distributed Machine Learning. IEEE International Conference on Cloud and Big Data Computing (CBDCom), pp. 1-8, 2022. BibTeXPDF
  31. Alessandro Barbieri, Fabrizio Marozzo, Claudio Savaglio. IoT platforms and services configuration through parameter sweep: a simulation-based approach. 2021 IEEE International Conference on Systems, Man, and Cybernetics (SMC), pp. 1803-1808, 2021. BibTeXPDF
  32. Riccardo Cantini, Fabrizio Marozzo, Alessio Orsino, Martina Passarelli, Paolo Trunfio. A visual tool for reducing returns in e-commerce platforms. 6th International Research and Technologies for Society and Industry Innovation for a smart world (IEEE RTSI 2021), pp. 474-479, 2021. BibTeXPDF
  33. Loris Belcastro, Fabrizio Marozzo, Domenico Talia, Paolo Trunfio. Cloud computing for enabling Big Data analysis. The 10th International Conference on Cloud Computing and Services Science (CLOSER 2020), pp. 84-109, 2021. ISBN 978-3-030-72369-9 BibTeXPDF
  34. Loris Belcastro, Alberto Falcone, Alfredo Garro, Fabrizio Marozzo. Evaluation of Large Scale RoI Mining Applications in Edge Computing Environments. 25th International Symposium on Distributed Simulation and Real Time Applications (DS-RT), pp. 1-8, 2021. BibTeXPDF
  35. Domenico Talia, Paolo Trunfio, Fabrizio Marozzo, Loris Belcastro, Javier Garcia-Blas, David Del Rio, Philippe Couvée, Gael Goret, Lionel Vincent, Alberto Fernàndez-Pena, Daniel Martin de Blas, Mirko Nardi, Teresa Pizzuti, Adrian Spataru, Marek Justyna. A Novel Data-Centric Programming Model for Large-Scale Parallel Systems. Euro-Par 2019: Parallel Processing Workshops, pp. 452-463, 2020. ISBN: 978-3-030-48339-5 BibTeXPDF
  36. Francesco Branda, Fabrizio Marozzo, Domenico Talia. Discovering Travelers' Purchasing Behavior from Public Transport Data. The 6th International Conference on machine Learning, Optimization and Data science - LOD 2020, pp. 702-713, 2020. BibTeXPDF
  37. Vladislav Kashansky, Dragi Kimovski, Radu Prodan, Fabrizio Marozzo, Iuhasz Gabriel, Marek Justyna, Javier Garcia-Blas. M3AT:Monitoring Agents Assignment Model for Data-Intensive Applications. 28th Euromicro International Conference on Parallel, Distributed and Network-Based Processing (PDP 2020), pp. 72-79, 2020. BibTeXPDF
  38. Loris Belcastro, Fabrizio Marozzo, Domenico Talia, Paolo Trunfio. A High-Level Programming Library for Mining Social Media on HPC Systems. Post-Proc. of the High Performance Computing Workshop 2018, Cetraro, Italy, Advances in Parallel Computing, IOS Press, vol. 34, pp. 3-21, 2019. BibTeXPDF
  39. Loris Belcastro, Riccardo Cantini, Fabrizio Marozzo, Domenico Talia, Paolo Trunfio. Discovering Political Polarization on Social Media: A Case Study. 15th International Conference on Semantics, Knowledge and Grids (SKG), pp. 182-189, 2019. BibTeXPDF
  40. Loris Belcastro, Fabrizio Marozzo, Domenico Talia, Paolo Trunfio. Developing a Cloud-based Algorithm for Analyzing the Polarization of Social Media Users. 5th International Symposium, ALGOCLOUD 2019, pp. 15-24, 2019. BibTeXPDF
  41. Fabrizio Marozzo, Francesco Marzano, Domenico Talia, Paolo Trunfio. BitTorrentSW: A Sleep-and-Wake approach to reduce energy consumption in BitTorrent networks. The 2018 International Conference on High Performance Computing & Simulation (HPCS 2018), pp. 144-150, 2018. BibTeXPDF
  42. Loris Belcastro, Fabrizio Marozzo, Domenico Talia, Paolo Trunfio. Appraising SPARK on Large-Scale Social Media Analysis. Euro-Par Workshops, pp. 483-495, 2017. ISBN: 978-3-319-75178-8 BibTeXPDF
  43. Claudia Diamantini, Laura Genga, Fabrizio Marozzo, Domenico Potena, Paolo Trunfio. Discovering Mobility Patterns of Instagram Users through Process Mining Techniques. IEEE International Conference on Information Reuse and Integration, pp. 485-492, 2017. ISBN 978-1-5386-1562-1 BibTeXPDF
  44. Loris Belcastro, Fabrizio Marozzo, Domenico Talia, Paolo Trunfio. A Parallel Library for Social Media Analytics. The 2017 International Conference on High Performance Computing & Simulation (HPCS 2017), pp. 683--690, 2017. ISBN 978-1-5386-3250-5 BibTeXPDF
  45. Fabrizio Marozzo, Francisco Rodrigo Duro, Javier Garcia-Blas, Jesus Carretero, Domenico Talia, Paolo Trunfio. Evaluating a Data-Aware Scheduling Approach to Reduce Processing Costs of DMCF Workflows. The 2017 International Conference on High Performance Computing & Simulation (HPCS 2017), pp. 699--706, 2017. ISBN 978-1-5386-3250-5 BibTeXPDF
  46. Loris Belcastro, Giulio Di Lieto, Marco Lackovic, Fabrizio Marozzo, Paolo Trunfio. Geocon: A Middleware for Location-aware Ubiquitous Applications. Proc. of the First International Workshop on Ultrascale Computing for Early Researchers (UCER 2016), pp. 234-243, 2016. ISBN: 978-3-319-49956-7 BibTeXPDF
  47. Fabrizio Marozzo, Francisco Rodrigo Duro, Javier Garcia-Blas, Jesus Carretero, Domenico Talia, Paolo Trunfio. A Data-Aware Scheduling Strategy for DMCF workflows over Hercules. Proc. of the Third International Workshop on Sustainable Ultrascale Computing Systems (NESUS 2016), pp. 37-44, 2016. ISBN 978-84-617-7450-0 BibTeXPDF
  48. Eugenio Cesario, Andrea Raffaele Iannazzo, Fabrizio Marozzo, Fabrizio Morello, Domenico Talia, Paolo Trunfio. Nubytics: Scalable Cloud Services for Data Analysis and Prediction. 2nd International Forum on Research and Technologies for Society and Industry (RTSI 2016), pp. 1-6, 2016. ISBN: 978-1-5090-1131-5 BibTeXPDF
  49. Eugenio Cesario, Andrea Raffaele Iannazzo, Fabrizio Marozzo, Fabrizio Morello, Gianni Riotta, Alessandra Spada, Domenico Talia, Paolo Trunfio. Analyzing Social Media Data to Discover Mobility Patterns at EXPO 2015: Methodology and Results. The 2016 International Conference on High Performance Computing & Simulation (HPCS 2016), pp. 230-237, 2016. ISBN: 978-1-5090-2088-1 BibTeXPDF
  50. Francisco Rodrigo Duro, Fabrizio Marozzo, Javier Garcia-Blas, Jesus Carretero, Domenico Talia, Paolo Trunfio. Evaluating data caching techniques in DMCF workflows using Hercules. Proc. of the Second International Workshop on Sustainable Ultrascale Computing Systems (NESUS 2015), pp. 69-76, 2015. ISBN: 978-84-608-2581-4 BibTeXPDF
  51. Eugenio Cesario, Chiara Congedo, Fabrizio Marozzo, Gianni Riotta, Alessandra Spada, Domenico Talia, Paolo Trunfio, Carlo Turri. Following Soccer Fans from Geotagged Tweets at FIFA World Cup 2014. Proc. of the 2nd IEEE Conference on Spatial Data Mining and Geographical Knowledge Services, pp. 33--38, 2015. ISBN 978-1-4799-7748-2 BibTeXPDF
  52. Loris Belcastro, Fabrizio Marozzo, Domenico Talia, Paolo Trunfio. Programming Visual and Script-based Big Data Analytics Workflows on Clouds. Post-Proc. of the High Performance Computing Workshop 2014, IOS Press, vol. 26, pp. 18--31, 2015. ISBN: 978-1-61499-582-1 BibTeXPDF
  53. Albino Altomare, Eugenio Cesario, Carmela Comito, Fabrizio Marozzo, Domenico Talia. Trajectory Pattern Mining over a Cloud-based Framework for Urban Computing. Proc. of the 16th International Conference on High Performance Computing and Communications (HPCC 2014), IEEE, pp. 367-374, 2014. ISBN 978-1-4799-6123-8 BibTeXPDF
  54. Fabrizio Marozzo, Domenico Talia, Paolo Trunfio. A Workflow-oriented Language for Scalable Data Analytics. Proc. of the First International Workshop on Sustainable Ultrascale Computing Systems (NESUS 2014), pp. 7--12, 2014. ISBN 978-84-617-2251-8 BibTeXPDF
  55. Fabrizio Marozzo, Domenico Talia, Paolo Trunfio. Scalable Script-based Data Analysis Workflows on Clouds. Proc. of the 8th Workshop on Workflows in Support of Large-Scale Science (WORKS 2013), ACM Press, pp. 124--133, 2013. ISBN 978-1-4503-2502-8 BibTeXPDF
  56. Giuseppe Agapito, Mario Cannataro, Pietro Hiram Guzzi, Fabrizio Marozzo, Domenico Talia, Paolo Trunfio. Cloud4SNP: Distributed Analysis of SNP Microarray Data on the Cloud. Proc. of the ACM Conference on Bioinformatics, Computational Biology and Biomedical Informatics 2013 (ACM BCB 2013), ACM Press, pp. 468, 2013. ISBN 978-1-4503-2434-2 BibTeXPDF
  57. Albino Altomare, Eugenio Cesario, Carmela Comito, Fabrizio Marozzo, Domenico Talia. Using Clouds for Smart City Applications. Proc. of the 5th IEEE International Conference on Cloud Computing Technology and Science (CloudCom 2013), IEEE, pp. 234-237, 2013. BibTeXPDF
  58. Fabrizio Marozzo, Domenico Talia, Paolo Trunfio. A Cloud Framework for Big Data Analytics Workflows on Azure. Post-Proc. of the High Performance Computing Workshop 2012, IOS Press, vol. 23, pp. 182--191, 2013. ISBN 978-1-61499-321-6 BibTeXPDF
  59. Fabrizio Marozzo, Francesc Lordan, Roger Rafanell, Daniele Lezzi, Domenico Talia, RosaM. Badia. Enabling cloud interoperability with COMPSs. Proc. of the 18th International European Conference on Parallel and Distributed (Europar 2012), Lecture Notes in Computer Science, vol. 7484, pp. 16-27, 2012. ISBN 978-3-642-32819-0 BibTeXPDF
  60. Fabrizio Marozzo, Domenico Talia, Paolo Trunfio. Using Clouds for Scalable Knowledge Discovery Applications. Euro-Par Workshops, vol. 7640, pp. 220-227, 2012. ISBN: 978-3-642-36949-0 BibTeXPDF
  61. Fabrizio Marozzo, Domenico Talia, Paolo Trunfio. A Cloud Framework for Parameter Sweeping Data Mining Applications. Proc. of the 3rd IEEE International Conference on Cloud Computing Technology and Science (CloudCom 2011), IEEE Computer Society Press, pp. 367--374, 2011. ISBN 978-0-7695-4622-3 BibTeXPDF
  62. Fabrizio Marozzo, Domenico Talia, Paolo Trunfio. A Framework for Managing MapReduce Applications in Dynamic Distributed Environments. Proc. of the 19th Euromicro International Conference on Parallel, Distributed and Network-Based Computing (PDP 2011), IEEE Computer Society Press, pp. 149--158, 2011. ISBN 978-0-7695-4328-4 BibTeXPDF
  63. Fabrizio Marozzo, Domenico Talia, Paolo Trunfio. Adapting MapReduce for Dynamic Environments Using a Peer-to-Peer Model. Proc. of the First Workshop on Cloud Computing and its Applications (CCA 2008), 2008. BibTeXPDF

Other publications and technical reports

  1. Fabrizio Marozzo. Preface of the International Conference on Algorithms, Network and Computer Technology (ICANCT 2022). 2023. BibTeX
  2. Fabrizio Marozzo, Francesc Lordan, Roger Rafanell, Daniele Lezzi, Domenico Talia, RosaM. Badia. Enabling cloud interoperability with COMPSs. Cloud Futures 2012, 2012. Abstract BibTeXPDFSlides
  3. Fabrizio Marozzo, Domenico Talia, Paolo Trunfio. Large-Scale Data Analysis on Cloud Systems. ERCIM News, n. 89, pp. 26--27, 2012. BibTeXPDF
  4. Fabrizio Marozzo, Domenico Talia, Paolo Trunfio. Enabling Reliable MapReduce Applications in Dynamic Cloud Infrastructures. ERCIM News, n. 83, pp. 44-45, 2010. BibTeXPDF