Publications by Fabrizio Marozzo

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    Books

  1. D. Talia, P. Trunfio, F. Marozzo, L. Belcastro, R. Cantini, A. Orsino, Programming Big Data Applications: Scalable Tools and Frameworks for Your Needs, World Scientific, 2024. Note: ISBN: 978-1-80061-504-5.

  2. D. Talia, F. Marozzo, Review Papers in Big Data, Cloud-Based Data Analysis and Learning Systems, 2023. Note: ISBN 978-3-0365-8000-5 (hardback); ISBN 978-3-0365-8001-2 (PDF).

  3. D. Talia, P. Trunfio, F. Marozzo, Data Analysis in the Cloud: Models, Techniques and Applications, Elsevier, 2015. Note: ISBN 978-0-12-802881-0.


    4. Papers in journals

  4. L. Belcastro, C. Carlucci, C. Cosentino, P. Lio, F. Marozzo, "Enhancing Network Security Using Knowledge Graphs and Large Language Models for Explainable Threat Detection". Future Generation Computer Systems, vol. 176, pp. 108160, 2026.

  5. F. Blefari, C. Cosentino, F. Pironti, A. Furfaro, F. Marozzo, "CyberRAG: An Agentic RAG cyber attack classification and reporting tool". Future Generation Computer Systems , vol. 176, pp. 108186, 2026.

  6. C. Cosentino, F. Folino, F. Marozzo, L. Pontieri, "Sustainable Hybrid Text Classification: Enhancing Encoder-Only Language Models with NLI-Derived Pseudo-Examples". Array, 2026.

  7. L. Belcastro, F. Marozzo, A. Orsino, D. Talia, P. Trunfio, "Navigating the edge-cloud continuum: A state-of-practice survey". IEEE Access, 2026. Note: To appear.

  8. L. Belcastro, C. Cosentino, F. Marozzo, "Understanding Political Polarization with Generative AI: A Large-Scale Analysis of Voter Preferences on Social Media". IEEE Access, 2026. Note: To appear.

  9. C. Cosentino, S. Gatto, P. Lio, F. Marozzo, "Machine Unlearning: A Perspective, Taxonomy, and Benchmark Evaluation". Future Internet, 2026. Note: To appear.

  10. C. Cosentino, M. Gunduz-Cure, F. Marozzo, S. Ozturk-Birim, "Interpreting User Opinions: A Multidimensional Approach Leveraging Explainable AI and Generative Models". Machine Learning, 2026. Note: To appear.

  11. R. Cantini, C. Cosentino, I. Kilanioti, F. Marozzo, D. Talia, "Unmasking Deception: A Topic-Oriented Multimodal Approach to Uncover False Information on Social Media". Machine Learning, vol. 114, n. 13, 2025.

  12. R. Cantini, C. Cosentino, F. Marozzo, D. Talia, P. 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.

  13. L. Belcastro, R. Cantini, F. Marozzo, D. Talia, P. Trunfio, "Detecting mental disorder on social media: a ChatGPT-augmented explainable approach". Online Social Networks and Media, vol. 48, pp. 100321, 2025.

  14. R. Cantini, F. Marozzo, A. Orsino, D. Talia, P. Trunfio, "Dynamic Hashtag Recommendation in Social Media with Trend Shift Detection and Adaptation". IEEE Transactions on Computational Social Systems, 2025. Note: To appear.

  15. L. Belcastro, C. Cosentino, F. Marozzo, M. Gunduz-Cure, S. Ozturk-Birim, "Multistakeholder Disaster Insights from Social Media Using Large Language Models". IEEE Transactions on Computational Social Systems, 2025. Note: To appear.

  16. R. Cantini, F. Marozzo, A. Orsino, D. Talia, P. Trunfio, R. Badia, J. Ejarque, F. Vazquez-Novoa, "Block size estimation for data partitioning in HPC applications using machine learning techniques". Journal of Big Data, vol. 11, n. 19, 2024.

  17. L. Belcastro, S. Giampà, F. Marozzo, D. Talia, P. Trunfio, R. Badia, J. Ejarque, N. Mammadli, "Boosting HPC Data Analysis Performance with the ParSoDA-Py Library". Journal of Supercomputing, 2024.

  18. L. Belcastro, F. Marozzo, A. Orsino, D. Talia, P. Trunfio, "Edge-cloud continuum solutions for urban mobility prediction and planning". IEEE Access, vol. 11, pp. 38864-38874, 2023.

  19. F. Marozzo, D. Talia, "Perspectives on Big Data, Cloud-Based Data Analysis and Machine Learning Systems". Big Data and Cognitive Computing, vol. 7, n. 2, 2023.

  20. L. Belcastro, D. Carbone, C. Cosentino, F. Marozzo, P. Trunfio, "Enhancing Cryptocurrency Price Forecasting: Integrating Machine Learning with Social Media and Market Data". Algorithms, n. 12, 2023.

  21. R. Cantini, F. Marozzo, G. Bruno, P. 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.

  22. L. Belcastro, R. Cantini, F. Marozzo, A. Orsino, D. Talia, P. Trunfio, "Programming Big Data Analysis: Principles and Solutions". Journal of Big Data, vol. 9, n. 4, 2022.

  23. R. Cantini, F. Marozzo, D. Talia, P. Trunfio, "Analyzing Political Polarization on Social Media by Deleting Bot Spamming". Big Data and Cognitive Computing, vol. 1, n. 6, 2022.

  24. L. Belcastro, R. Cantini, F. Marozzo, "Knowledge Discovery From Large Amounts Of Social Media Data". Applied Sciences, vol. 12, n. 3, 2022.

  25. J. Ejarque, R. Badia, L. Albertin, G. Aloisio, E. Baglione, Y. Becerra, S. Boschert, J. Berlin, A. D'Anca, D. Elia, F. Exertier, S. Fiore, J. Flich, A. Folch, S. Gibbons, N. Koldunov, F. Lordan, S. Lorito, F. Lovholt, J. Macias, F. Marozzo, A. Michelini, M. Monterrubio-Velasco, M. Pienkowska, J. De la Puente, A. Queralt, E. Quintana-Ortí, J. Rodríguez, F. Romano, R. Rossi, J. Rybicki, M. Kupczyk, J. Selva, D. Talia, R. Tonini, P. Trunfio, M. Volpe, "Enabling Dynamic and Intelligent Workflows for HPC, Data Analytics, and AI Convergence". Future Generation Computer Systems, 2022.

  26. L. Belcastro, F. Branda, R. Cantini, F. Marozzo, D. Talia, P. Trunfio, "Analyzing voter behavior on social media during the 2020 US presidential election campaign". Social Network Analysis and Mining, 2022.

  27. F. Marozzo, L. Belcastro, "Cloud Computing for Big Data Analysis". Applied Sciences, vol. 12, n. 20, 2022.

  28. L. Belcastro, M. Kechadi, F. Marozzo, L. Pastore, D. Talia, P. Trunfio, "Parallel extraction of Regions-of-Interest from social media data". Concurrency and Computation: Practice and Experience, vol. 33, n. 8, pp. e5638, 2021.

  29. S. Giampà, L. Belcastro, F. Marozzo, D. Talia, P. Trunfio, "A data-aware scheduling strategy for executing large-scale distributed workflows". IEEE Access, vol. 9, pp. 47354-47364, 2021. Note: ISSN: 2169-3536.

  30. R. Cantini, F. Marozzo, A. Orsino, D. Talia, P. Trunfio, "Exploiting Machine Learning For Improving In-memory Execution of Data-intensive Workflows on Parallel Machines". Future Internet, vol. 13, n. 5, 2021.

  31. L. Belcastro, F. Marozzo, D. Talia, P. Trunfio, F. Branda, T. Palpanas, M. Imran, "Using Social Media for Sub-Event Detection during Disasters". Journal of Big Data, vol. 8, n. 79, 2021.

  32. L. Belcastro, F. Marozzo, E. Perrella, "Automatic detection of user trajectories from social media posts". Expert Systems with Applications, vol. 186, pp. 115733, 2021.

  33. R. Camargo, F. Marozzo, W. Martins, "Computer architecture and high performance computing". Concurrency and Computation: Practice and Experience, vol. 33, n. 18, pp. e6526, 2021.

  34. R. Cantini, F. Marozzo, S. Mazza, D. Talia, P. Trunfio, "A Weighted Artificial Bee Colony Algorithm for Influence Maximization". Online Social Networks and Media, vol. 26, pp. 100167, 2021.

  35. D. Kimovski, R. Matha, G. Iuhasz, F. Marozzo, D. Petcu, R. Prodan, "Autotuning of exascale applications with anomalies detection". Frontiers in Big Data, vol. 4, pp. 101, 2021.

  36. F. Marozzo, D. Talia, P. 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.

  37. L. Belcastro, R. Cantini, F. Marozzo, D. Talia, P. Trunfio, "Learning Political Polarization on Social Media using Neural Networks". IEEE Access, vol. 8, n. 1, pp. 47177-47187, 2020.

  38. F. Branda, F. Marozzo, D. Talia, "Ticket Sales Prediction and Dynamic Pricing Strategies in Public Transport". Big Data and Cognitive Computing, vol. 4, n. 4, 2020. Note: ISSN: 2504-2289.

  39. L. Belcastro, F. Marozzo, P. 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.

  40. L. Belcastro, F. Marozzo, D. Talia, "Programming Models and Systems for Big Data Analysis". International Journal of Parallel, Emergent and Distributed Systems, vol. 34, pp. 632-652, 2019.

  41. L. Belcastro, F. Marozzo, D. Talia, P. Trunfio, "ParSoDA: High-Level Parallel Programming for Social Data Mining". Social Network Analysis and Mining, vol. 9, n. 1, 2019.

  42. F. Marozzo, D. Talia, P. Trunfio, "A Workflow Management System for Scalable Data Mining on Clouds". IEEE Transactions On Services Computing, vol. 11, n. 3, pp. 480-492, 2018. Note: ISSN: 1939-1374.

  43. L. Belcastro, F. Marozzo, D. Talia, P. 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.

  44. F. Marozzo, A. 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. Note: ISSN:1869-5469.

  45. E. Cesario, F. Marozzo, D. Talia, P. 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, October 2017.

  46. A. Altomare, E. Cesario, C. Comito, F. Marozzo, D. 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. Note: ISSN:1045-9219.

  47. F. Marozzo, F. Rodrigo Duro, J. Garcia Blas, J. Carretero, D. Talia, P. Trunfio, "A Data-aware Scheduling Strategy for Workflow Execution in Clouds". Concurrency and Computation: Practice and Experience, vol. 29, n. 24, Wiley InterScience, 2017. Note: ISSN: 1532-0634.

  48. L. Belcastro, F. Marozzo, D. Talia, P. 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.

  49. F. Rodrigo Duro, F. Marozzo, J. Garcia Blas, D. Talia, P. Trunfio, "Exploiting in-memory storage for improving workflow executions in Cloud platforms". Journal of Supercomputing, vol. 72, n. 11, pp. 4069-4088, Springer, 2016.

  50. F. Marozzo, D. Talia, P. Trunfio, "JS4Cloud: Script-based Workflow Programming for Scalable Data Analysis on Cloud Platforms". Concurrency and Computation: Practice and Experience, vol. 27, n. 17, pp. 5214--5237, Wiley InterScience , 2015.

  51. G. Da Costa, T. Fahringer, J. Rico-Gallego, I. Grasso, A. Hristov, H. Karatza, A. Lastovetsky, F. Marozzo, D. Petcu, G. Stavrinides, D. Talia, P. Trunfio, H. Astsatryan, "Exascale machines require new programming paradigms and runtimes". Supercomputing Frontiers and Innovations, vol. 2, n. 2, pp. 6--27, 2015.

  52. F. Lordan, E. Tejedor, J. Ejarque, R. Rafanell, J. Álvarez, F. Marozzo, D. Lezzi, R. Sirvent, D. Talia, R. Badia, "ServiceSs: An Interoperable Programming Framework for the Cloud". Journal of Grid Computing, vol. 12, n. 1, pp. 67-91, 2014.

  53. F. Marozzo, D. Talia, P. Trunfio, "P2P-MapReduce: Parallel data processing in dynamic Cloud environments". Journal of Computer and System Sciences, vol. 78, n. 5, pp. 1382--1402, Elsevier Science, 2012.


    54. Book chapters

  54. L. Belcastro, R. Cantini, F. Marozzo, D. Talia, P. Trunfio, "Shedding Light Inside the Black Box: Techniques for Explainable Artificial Intelligence in Healthcare". In: Explainable Machine Intelligence in Healthcare, pp. 57-72, 2025.

  55. R. Cantini, F. Marozzo, A. Orsino, "Deep learning meets smart agriculture: using LSTM networks to handle anomalous and missing sensor data in the compute continuum". In: Device-Edge-Cloud Continuum - Paradigms, Architectures and Applications, pp. 141-153, 2024.

  56. A. Orsino, R. Cantini, F. Marozzo, "Evaluating the performance of a multimodal speaker tracking system at the edge-to-cloud continuum". In: Device-Edge-Cloud Continuum - Paradigms, Architectures and Applications, pp. 155-166, 2024.

  57. L. Belcastro, F. Marozzo, P. Trunfio, "Infrastructures for High-Performance Computing: Cloud Computing". In: Reference Module in Life Sciences, Elsevier, 2024. Note: ISBN: 978-0-12-809633-8.

  58. L. Belcastro, C. Cosentino, F. Marozzo, "Infrastructures for High-Performance Computing: Cloud Infrastructures". In: Reference Module in Life Sciences, Elsevier, 2024. Note: ISBN: 978-0-12-809633-8.

  59. C. Cosentino, F. Marozzo, P. Trunfio, "Infrastructures for High-Performance Computing: Cloud Computing Development Environments". In: Reference Module in Life Sciences, 2024. Note: ISBN: 978-0-12-809633-8.

  60. L. Belcastro, F. Marozzo, A. Orsino, "Hybrid edge/cloud solutions for supporting autonomous vehicles". In: Advances in Autonomous Vehicle Systems, 2023.

  61. F. Marozzo, L. Belcastro, "High performance framework to analyze microarray data". In: Microarray Data Analysis: Methods and Protocols, Springer, vol. 2401 , pp. 13-27, 2022.

  62. L. Belcastro, F. Marozzo, "Workflow systems for Big data analysis". In: Encyclopedia of Big Data Technologies, A. Zomaya, J. Taheri, S. Sakr (Editors), pp. 1-7, 2022. Note: ISBN 978-3-319-63962-8.

  63. F. Marozzo, L. Belcastro, "Cloud Computing for Big Data Analysis". In: Encyclopedia of Big Data Technologies, A. Zomaya, J. Taheri, S. Sakr (Editors), 2022. Note: ISBN 978-3-319-63962-8.

  64. A. Bilas, J. Carretero, T. Cortes, J. Garcia Blas, P. Gonzalez Ferez, A. Papagiannis, A. Queralt, F. Marozzo, G. Saloustros, A. Shoker, D. Talia, P. Trunfio, "Data management techniques". In: Ultrascale Computing Systems, J. Carretero, E. Jeannot, A. Zomaya (Editors), IET, Computing, pp. 85-126, 2019.

  65. F. Marozzo, "Infrastructures for High-Performance Computing: Cloud Infrastructures". In: Encyclopedia of Bioinformatics and Computational Biology, S. Ranganathan, K. Nakai, C. Schonbach,, M. Gribskov (Editors), Elsevier, 2018. Note: ISBN 978-0-12-809633-8.

  66. F. Marozzo, P. Trunfio, "Infrastructures for High-Performance Computing: Cloud Computing Development Environments". In: Encyclopedia of Bioinformatics and Computational Biology, S. Ranganathan, K. Nakai, C. Schonbach, M. Gribskov (Editors), Elsevier, 2018. Note: ISBN 978-0-12-809633-8.

  67. L. Belcastro, F. Marozzo, "Workflow systems for Big data analysis". In: Encyclopedia of Big Data Technologies, S. Sakr, A. Zomaya (Editors), Springer, pp. 1-6, 2018. Note: ISBN 978-3-319-63962-8.

  68. F. Marozzo, L. Belcastro, "Cloud computing for Big Data analysis". In: Encyclopedia of Big Data Technologies, S. Sakr, A. Zomaya (Editors), Springer, 2018. Note: ISBN 978-3-319-63962-8.

  69. L. Belcastro, F. Marozzo, D. Talia, P. Trunfio, "Big Data Analysis on Clouds". In: Handbook of Big Data Technologies, A. Zomaya, S. Sakr (Editors), Springer, pp. 101-142, 2017. Note: ISBN: 978-3-319-49339-8.

  70. F. Marozzo, D. Talia, P. Trunfio, "Implementing MapReduce Applications in Dynamic Cloud Environments". In: Cloud Computing: Principles, Systems and Applications, second edition, N. Antonopoulos, L. Gillam (Editors), Springer, pp. 211-223, 2017. Note: ISBN: 978-3-319-54645-2.

  71. F. Marozzo, D. Talia, P. Trunfio, "Cloud Services for Distributed Knowledge Discovery". In: Encyclopedia of Cloud Computing, S. Murugesan, I. Bojanova (Editors), Wiley-IEEE, pp. 774--785, 2016. Note: ISBN 978-1-118-82197-8.

  72. F. Marozzo, D. Talia, P. Trunfio, "A Peer-to-Peer Framework for Supporting MapReduce Applications in Dynamic Cloud Environments". In: Cloud Computing: Principles, Systems and Applications, N. Antonopoulos, L. Gillam (Editors), Springer, chapt. 7, pp. 113--125, 2010. Note: ISBN 978-1-84996-240-7.


    73. Papers in conference proceedings

  73. L. Belcastro, C. Cosentino, P. Lio, F. 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.

  74. L. Belcastro, F. Marozzo, A. Presta, R. Varchera, A. 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.

  75. L. Belcastro, C. Cosentino, F. Marozzo, A. Presta, P. 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.

  76. F. 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.

  77. L. Belcastro, P. Ferragina, G. Manzini, F. Marozzo, D. Talia, P. 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.

  78. L. Belcastro, R. Cantini, F. Marozzo, A. Orsino, D. Talia, P. Trunfio, "Advancing Green and Fair AI: A Research Perspective on Environmental and Social Sustainability". 5th National Conference on Artificial Intelligence (Ital-IA 2025), 2025. Note: To appear.

  79. L. Belcastro, N. Gabriele, F. Marozzo, A. Orsino, D. Talia, P. Trunfio, R. Badia, F. Lordan, "Federated Learning in the Edge-Cloud Continuum: A Task-Based Approach with Colony". Euro-Par Workshops, 2025. Note: To appear.

  80. C. Cosentino, M. Gunduz-Cure, F. Marozzo, S. 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.

  81. R. Cantini, C. Cosentino, F. Marozzo, D. Talia, P. Trunfio, "Neural Topic Modeling in Social Media by Clustering Latent Hashtag Representations". 28th European Conference on Artificial Intelligence (ECAI-2025), pp. 146 - 153, 2025.

  82. F. Blefari, C. Cosentino, A. Furfaro, F. Marozzo, F. Pironti, "SecFlow: An Agentic LLM-Based Framework for Modular Cyberattack Analysis and Explainability". CEUR Workshop Proceedings 2025, 2025. Note: To appear.

  83. L. Belcastro, F. Marozzo, A. Presta, "Generative AI for Optimizing Service Mapping in the Edge-Cloud Continuum". IEEE International Conference on Pervasive Intelligence and Computing (PICom 2025), 2025.

  84. H. Georgenthum, C. Cosentino, F. Marozzo, P. Lio, "Enhancing Surgical Documentation through Multimodal Visual-Temporal Transformers and Generative AI". Machine Learning for Health Symposium (ML4H), 2025. Note: To appear.

  85. V. Kashansky, S. Kashani, J. Garcia Blas, F. Marozzo, H. Zhuge, X. 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.

  86. L. Belcastro, F. Marozzo, A. Presta, D. 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.

  87. F. Marozzo, A. 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.

  88. R. Cantini, C. Cosentino, F. 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.

  89. C. Cosentino, M. Gunduz-Cure, F. Marozzo, S. 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.

  90. F. Marozzo, A. Presta, R. Varchera, A. 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.

  91. L. Belcastro, F. Marozzo, A. Orsino, A. Presta, A. 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.

  92. L. Belcastro, F. Marozzo, A. Orsino, D. Talia, P. 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.

  93. F. Marozzo, A. Orsino, P. Trunfio, D. 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), Pafos, Cyprus, pp. 761-767, 2023.

  94. V. Kashansky, S. Hossein Kashani, H. Zhuge, J. Garcia Blas, F. 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.

  95. R. Cantini, C. Cosentino, I. Kilanioti, F. Marozzo, D. 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.

  96. F. Marozzo, A. Orsino, D. Talia, P. Trunfio, "Edge Computing Solutions for Distributed Machine Learning". IEEE International Conference on Cloud and Big Data Computing (CBDCom), pp. 1-8, 2022.

  97. J. Garcia Blas, J. Fernandez, J. Carretero, F. Marozzo, D. Talia, P. Trunfio, D. Martin de Blas, A. 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.

  98. R. Cantini, F. 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.

  99. A. Barbieri, F. Marozzo, C. 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, October 2021.

  100. R. Cantini, F. Marozzo, A. Orsino, M. Passarelli, P. 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, September 2021.

  101. L. Belcastro, F. Marozzo, D. Talia, P. Trunfio, "Cloud computing for enabling Big Data analysis". The 10th International Conference on Cloud Computing and Services Science (CLOSER 2020), pp. 84-109, May 2021. Note: ISBN 978-3-030-72369-9.

  102. L. Belcastro, A. Falcone, A. Garro, F. 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.

  103. D. Talia, P. Trunfio, F. Marozzo, L. Belcastro, J. Garcia Blas, D. Del Rio, P. Couvée, G. Goret, L. Vincent, A. Fernàndez-Pena, D. Martin de Blas, M. Nardi, T. Pizzuti, A. Spataru, M. Justyna, "A Novel Data-Centric Programming Model for Large-Scale Parallel Systems". Euro-Par 2019: Parallel Processing Workshops, Gottingen, Germany, Lecture Notes in Computer Science, pp. 452-463, August 2020. Note: ISBN: 978-3-030-48339-5.

  104. F. Branda, F. Marozzo, D. Talia, "Discovering Travelers' Purchasing Behavior from Public Transport Data". The 6th International Conference on machine Learning, Optimization and Data science - LOD 2020, Siena, Italy, pp. 702-713, July 2020.

  105. V. Kashansky, D. Kimovski, R. Prodan, F. Marozzo, I. Gabriel, M. Justyna, J. Garcia Blas, "M3AT:Monitoring Agents Assignment Model for Data-Intensive Applications". 28th Euromicro International Conference on Parallel, Distributed and Network-Based Processing (PDP 2020), Vasteras, Sweden, pp. 72-79, March 2020.

  106. L. Belcastro, F. Marozzo, D. Talia, P. 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, Advances in Parallel Computing, vol. 34, pp. 3-21, IOS Press, July 2019.

  107. L. Belcastro, F. Marozzo, D. Talia, P. Trunfio, "Developing a Cloud-based Algorithm for Analyzing the Polarization of Social Media Users". 5th International Symposium, ALGOCLOUD 2019, Munich, Germany, pp. 15-24, 2019.

  108. L. Belcastro, R. Cantini, F. Marozzo, D. Talia, P. Trunfio, "Discovering Political Polarization on Social Media: A Case Study". 15th International Conference on Semantics, Knowledge and Grids (SKG), Guangzhou, China, pp. 182-189, 2019.

  109. F. Marozzo, F. Marzano, D. Talia, P. 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), Orléans, France, pp. 144-150, July 2018.

  110. L. Belcastro, F. Marozzo, D. Talia, P. Trunfio, "Appraising SPARK on Large-Scale Social Media Analysis". Euro-Par Workshops, Santiago de Compostela, Spain, Lecture Notes in Computer Science , pp. 483-495, August 2017. Note: ISBN: 978-3-319-75178-8.

  111. C. Diamantini, L. Genga, F. Marozzo, D. Potena, P. Trunfio, "Discovering Mobility Patterns of Instagram Users through Process Mining Techniques". IEEE International Conference on Information Reuse and Integration, pp. 485-492, August 2017. Note: ISBN 978-1-5386-1562-1.

  112. F. Marozzo, F. Rodrigo Duro, J. Garcia Blas, J. Carretero, D. Talia, P. 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), Genoa, Italy, pp. 699--706, July 2017. Note: ISBN 978-1-5386-3250-5.

  113. L. Belcastro, F. Marozzo, D. Talia, P. Trunfio, "A Parallel Library for Social Media Analytics". The 2017 International Conference on High Performance Computing & Simulation (HPCS 2017), Genoa, Italy, pp. 683--690, July 2017. Note: ISBN 978-1-5386-3250-5.

  114. L. Belcastro, G. Di Lieto, M. Lackovic, F. Marozzo, P. Trunfio, "Geocon: A Middleware for Location-aware Ubiquitous Applications". Proc. of the First International Workshop on Ultrascale Computing for Early Researchers (UCER 2016), Granada, Spain, pp. 234-243, December 2016. Note: ISBN: 978-3-319-49956-7.

  115. F. Marozzo, F. Rodrigo Duro, J. Garcia Blas, J. Carretero, D. Talia, P. Trunfio, "A Data-Aware Scheduling Strategy for DMCF workflows over Hercules". Proc. of the Third International Workshop on Sustainable Ultrascale Computing Systems (NESUS 2016), Sofia, Bulgaria, pp. 37-44, October 2016. Note: ISBN 978-84-617-7450-0.

  116. E. Cesario, A. Iannazzo, F. Marozzo, F. Morello, D. Talia, P. Trunfio, "Nubytics: Scalable Cloud Services for Data Analysis and Prediction". 2nd International Forum on Research and Technologies for Society and Industry (RTSI 2016), Bologna, Italy, pp. 1-6, September 2016. Note: ISBN: 978-1-5090-1131-5.

  117. E. Cesario, A. Iannazzo, F. Marozzo, F. Morello, G. Riotta, A. Spada, D. Talia, P. 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), Innsbruck, Austria, pp. 230-237, July 2016. Note: ISBN: 978-1-5090-2088-1.

  118. F. Rodrigo Duro, F. Marozzo, J. Garcia Blas, J. Carretero, D. Talia, P. Trunfio, "Evaluating data caching techniques in DMCF workflows using Hercules". Proc. of the Second International Workshop on Sustainable Ultrascale Computing Systems (NESUS 2015), Krakow, Poland, pp. 69-76, September 2015. Note: ISBN: 978-84-608-2581-4.

  119. E. Cesario, C. Congedo, F. Marozzo, G. Riotta, A. Spada, D. Talia, P. Trunfio, C. 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, Fuzhou, China, pp. 33--38, July 2015. Note: ISBN 978-1-4799-7748-2.

  120. L. Belcastro, F. Marozzo, D. Talia, P. Trunfio, "Programming Visual and Script-based Big Data Analytics Workflows on Clouds". Post-Proc. of the High Performance Computing Workshop 2014, Cetraro, Italy, Advances in Parallel Computing, vol. 26, pp. 18--31, IOS Press, 2015. Note: ISBN: 978-1-61499-582-1.

  121. A. Altomare, E. Cesario, C. Comito, F. Marozzo, D. 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), Paris, France, pp. 367-374, IEEE, August 2014. Note: ISBN 978-1-4799-6123-8.

  122. F. Marozzo, D. Talia, P. Trunfio, "A Workflow-oriented Language for Scalable Data Analytics". Proc. of the First International Workshop on Sustainable Ultrascale Computing Systems (NESUS 2014), Porto, Portugal, pp. 7--12, August 2014. Note: ISBN 978-84-617-2251-8.

  123. F. Marozzo, D. Talia, P. Trunfio, "Scalable Script-based Data Analysis Workflows on Clouds". Proc. of the 8th Workshop on Workflows in Support of Large-Scale Science (WORKS 2013), Denver, CO, USA, pp. 124--133, ACM Press, November 2013. Note: ISBN 978-1-4503-2502-8.

  124. G. Agapito, M. Cannataro, P. Guzzi, F. Marozzo, D. Talia, P. 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), Washington, DC, USA, pp. 468, ACM Press, September 2013. Note: ISBN 978-1-4503-2434-2.

  125. F. Marozzo, D. Talia, P. Trunfio, "A Cloud Framework for Big Data Analytics Workflows on Azure". Post-Proc. of the High Performance Computing Workshop 2012, Cetraro, Italy, Advances in Parallel Computing, vol. 23, pp. 182--191, IOS Press, 2013. Note: ISBN 978-1-61499-321-6.

  126. A. Altomare, E. Cesario, C. Comito, F. Marozzo, D. Talia, "Using Clouds for Smart City Applications". Proc. of the 5th IEEE International Conference on Cloud Computing Technology and Science (CloudCom 2013), Bristol, UK, pp. 234-237, IEEE, 2013.

  127. F. Marozzo, F. Lordan, R. Rafanell, D. Lezzi, D. Talia, R. Badia, "Enabling cloud interoperability with COMPSs". Proc. of the 18th International European Conference on Parallel and Distributed (Europar 2012), Rhodes Island, Greece, vol. 7484, pp. 16-27, Lecture Notes in Computer Science, August 2012. Note: ISBN 978-3-642-32819-0.

  128. F. Marozzo, D. Talia, P. Trunfio, "Using Clouds for Scalable Knowledge Discovery Applications". Euro-Par Workshops, Rhodes Island, Greece, Lecture Notes in Computer Science, vol. 7640, pp. 220-227, August 2012. Note: ISBN: 978-3-642-36949-0.

  129. F. Marozzo, D. Talia, P. 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), Athens, Greece, pp. 367--374, IEEE Computer Society Press, December 2011. Note: ISBN 978-0-7695-4622-3.

  130. F. Marozzo, D. Talia, P. 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), Ayia Napa, Cyprus, pp. 149--158, IEEE Computer Society Press, February 2011. Note: ISBN 978-0-7695-4328-4.

  131. F. Marozzo, D. Talia, P. 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), Chicago, USA, October 2008.


    132. Other publications and technical reports

  132. F. Marozzo, "Preface of the International Conference on Algorithms, Network and Computer Technology (ICANCT 2022), 2023.

  133. F. Marozzo, F. Lordan, R. Rafanell, D. Lezzi, D. Talia, R. Badia, "Enabling cloud interoperability with COMPSs". Cloud Futures 2012, Berkeley, United States, May 2012. Note: Abstract.

  134. F. Marozzo, D. Talia, P. Trunfio, "Large-Scale Data Analysis on Cloud Systems". ERCIM News, n. 89, pp. 26--27, April 2012.

  135. F. Marozzo, D. Talia, P. Trunfio, "Enabling Reliable MapReduce Applications in Dynamic Cloud Infrastructures". ERCIM News, n. 83, pp. 44-45, October 2010.


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