Publications | Fabrizio Marozzo

BibTeX references
@article{TNNLS-Alzheimer,
  title = {Explainable Feature Attribution in Heterogeneous Clinical-to-Text Transformer Language Models for Alzheimer’s Progression Diagnosis},
  author = {Cosentino, Cristian and D’Ercoli, Chiara and Sun, Zhongtian and Azevedo, Tiago and Bethlehem, Richard and Marozzo, Fabrizio and Lio, Pietro and Mamalakis, Michail},
  journal = {IEEE Transactions on Neural Networks and Learning Systems (TNNLS)},
  year = {2026},
  note = {To appear}
}

@article{depr-traj-2026,
  title = {Explainable Detection of Depression Status Shifts from User Digital Traces},
  author = {Belcastro, Loris and Gervino, Francesco and Marozzo, Fabrizio and Talia, Domenico and Trunfio, Paolo},
  journal = {Social Network Analysis and Mining},
  year = {2026},
  note = {To appear}
}

@inproceedings{dec-making-agentic-ism26,
  title = {Improving AI-Assisted Decision Making through Agentic Knowledge Graph Reasoning},
  author = {Ozturk-Birim, Sule and Gunduz-Cure, Merve and Lio, Pietro and Marozzo, Fabrizio},
  booktitle = {8th International Conference on Industry of the Future and Smart Manufacturing (ISM 2026)},
  year = {2026},
  note = {To appear}
}

@article{ai-bridge-2026,
  title = {When AI Becomes a Bridge Across Expertise: Human-AI Collaboration and the Limits of Agentic AI},
  author = {Marozzo, Fabrizio},
  journal = {Computers in Human Behavior: Artificial Humans},
  year = {2026},
  pages = {100377},
  number = {9}
}

@inproceedings{iiot-escience2026,
  title = {LLM-Assisted Deployment Planning for Industrial IoT Workflows Across the Edge-Cloud Continuum},
  author = {Marozzo, Fabrizio and Belcastro, Loris},
  booktitle = {IEEE International eScience Conference (eScience26)},
  year = {2026},
  note = {To appear}
}

@inproceedings{ieee-swc-2026-digital,
  title = {Operational Digital Twin Instantiation for Edge-to-Cloud Service Platforms},
  author = {Belcastro, Loris and Marozzo, Fabrizio and Talia, Domenico and Trunfio, Paolo},
  booktitle = {IEEE Smart World Congress 2026 (IEEE SWC 2026)},
  year = {2026}
}

@book{iot-mdpi-2026,
  title = {The Internet of Things (IoT) and Its Application in Monitoring},
  author = {Stolojescu-Crisan, Cristina and Marozzo, Fabrizio},
  year = {2026},
  publisher = {MDPI},
  note = {ISBN 978-3-7258-8101-7 (Hardback); ISBN 978-3-7258-8102-4 (PDF)},
  url = {https://doi.org/10.3390/books978-3-7258-8102-4}
}

@article{ijns-2026,
  title = {Progressive Disambiguation and Sycophancy Mitigation for Prompt Uncertainty in Generative AI},
  author = {Marozzo, Fabrizio and Belcastro, Loris},
  journal = {International Journal of Neural Systems},
  year = {2026},
  url = {https://doi.org/10.1142/S0129065727500067}
}

@inproceedings{work-metr-2026,
  title = {Metrologically Grounded Graph-Augmented Multimodal AI for Surgical Video Documentation in Smart Healthcare Environments},
  author = {Cosentino, Cristian and Marozzo, Fabrizio and Felicetti, Francesco and Lamonaca, Francesco and Lio, Pietro},
  booktitle = {2026 IEEE International Workshop on Metrology for Living Environment (MetroLivEnv)},
  year = {2026},
  pages = {301-304}
}

@book{gen-ai-llms.2026,
  title = {Generative AI and Large Language Models},
  author = {Marozzo, Fabrizio and Cantini, Riccardo},
  year = {2026},
  publisher = {MDPI},
  note = {ISBN: 978-3-7258-7703-4 (Hardback); ISBN 978-3-7258-7704-1 (PDF)},
  url = {https://doi.org/10.3390/books978-3-7258-7704-1}
}

@article{financial-future-2026,
  title = {An Auditable LLM-RAG Architecture for Financial Document Intelligence and Decision Support},
  author = {Cosentino, Cristian and Squillace, Simone and Marozzo, Fabrizio},
  journal = {Future Internet},
  year = {2026},
  volume = {18},
  pages = {284},
  number = {6},
  url = {https://doi.org/10.3390/fi18060284}
}

@article{applied-sciences-2026-ed,
  title = {The Internet of Things (IoT) and Its Application in Monitoring},
  author = {Stolojescu-Crisan, Cristina and Marozzo, Fabrizio},
  journal = {Applied Sciences},
  year = {2026},
  volume = {16},
  number = {10},
  url = {https://doi.org/10.3390/app16104998}
}

@article{gen-ai-editorial-2026,
  title = {Generative AI and Large Language Models},
  author = {Marozzo, Fabrizio and Cantini, Riccardo},
  journal = {Big Data and Cognitive Computing},
  year = {2026},
  url = {https://doi.org/10.3390/bdcc10040127}
}

@article{user-opinion-ml26,
  title = {Interpreting User Opinions: A Multidimensional Approach Leveraging Explainable AI and Generative Models},
  author = {Cosentino, Cristian and Gunduz-Cure, Merve and Marozzo, Fabrizio and Ozturk-Birim, Sule},
  journal = {Machine Learning},
  year = {2026},
  volume = {115},
  number = {140}
}

@article{machine-unlearning-perspective,
  title = {Machine Unlearning: A Perspective, Taxonomy, and Benchmark Evaluation},
  author = {Cosentino, Cristian and Gatto, Simone and Lio, Pietro and Marozzo, Fabrizio},
  journal = {Future Internet},
  year = {2026},
  volume = {18},
  pages = {174},
  number = {3}
}

@article{politic-gen-ai,
  title = {Understanding Political Polarization with Generative AI: A Large-Scale Analysis of Voter Preferences on Social Media},
  author = {Belcastro, Loris and Cosentino, Cristian and Marozzo, Fabrizio},
  journal = {IEEE Access},
  year = {2026},
  volume = {14},
  pages = {47389-47405},
  url = {https://www.doi.org/10.1109/ACCESS.2026.3677050}
}

@article{edge-cloud-continuum-survey,
  title = {Navigating the edge-cloud continuum: A state-of-practice survey},
  author = {Belcastro, Loris and Marozzo, Fabrizio and Orsino, Alessio and Talia, Domenico and Trunfio, Paolo},
  journal = {IEEE Access},
  booktitle = {IEEE Access},
  year = {2026},
  volume = {14},
  pages = {40622-40647},
  url = {https://www.doi.org/10.1109/ACCESS.2026.3673012}
}

@article{small-llms-array-2026,
  title = {Sustainable Hybrid Text Classification: Enhancing Encoder-Only Language Models with NLI-Derived Pseudo-Examples},
  author = {Cosentino, Cristian and Folino, Francesco and Marozzo, Fabrizio and Pontieri, L.},
  journal = {Array},
  year = {2026},
  pages = {100705},
  number = {29},
  url = {https://doi.org/10.1016/j.array.2026.100705}
}

@inproceedings{Surgical-GenAI,
  title = {Enhancing Surgical Documentation through Multimodal Visual-Temporal Transformers and Generative AI},
  author = {Georgenthum, Hugo and Cosentino, Cristian and Marozzo, Fabrizio and Lio, Pietro},
  booktitle = {Machine Learning for Health Symposium (ML4H)},
  year = {2026}
}

@article{dyn-hash-tcss,
  title = {Dynamic Hashtag Recommendation in Social Media with Trend Shift Detection and Adaptation},
  author = {Cantini, Riccardo and Marozzo, Fabrizio and Orsino, Alessio and Talia, Domenico and Trunfio, Paolo},
  journal = {IEEE Transactions on Computational Social Systems},
  year = {2026},
  volume = {13},
  pages = {1989-2001},
  number = {2},
  url = {https://doi.org/10.1109/TCSS.2025.3621724}
}

@article{cyberrag-fgcs,
  title = {CyberRAG: An Agentic RAG cyber attack classification and reporting tool},
  author = {Blefari, Francesco and Cosentino, Cristian and Pironti, Francesco Aurelio and Furfaro, Angelo and Marozzo, Fabrizio},
  journal = {Future Generation Computer Systems
},
  year = {2026},
  volume = {176},
  pages = {108186},
  url = {https://doi.org/10.1016/j.future.2025.108186}
}

@article{llms-fgcs-2026,
  title = {Enhancing Network Security Using Knowledge Graphs and Large Language Models for Explainable Threat Detection},
  author = {Belcastro, Loris and Carlucci, Carmine and Cosentino, Cristian and Lio, Pietro and Marozzo, Fabrizio},
  journal = {Future Generation Computer Systems},
  year = {2026},
  volume = {176},
  pages = {108160},
  url = {https://doi.org/10.1016/j.future.2025.108160}
}

@article{tcss-disaster,
  title = {Multistakeholder Disaster Insights from Social Media Using Large Language Models},
  author = {Belcastro, Loris and Cosentino, Cristian and Marozzo, Fabrizio and Gunduz-Cure, Merve and Ozturk-Birim, Sule},
  journal = {IEEE Transactions on Computational Social Systems},
  year = {2025},
  url = {https://doi.org/10.1109/TCSS.2025.3631137}
}

@inproceedings{genai-edgecloud-picom2026,
  title = {Generative AI for Optimizing Service Mapping in the Edge-Cloud Continuum},
  author = {Belcastro, Loris and Marozzo, Fabrizio and Presta, Aleandro},
  booktitle = {IEEE International Conference on Pervasive Intelligence and Computing (PICom 2025)},
  year = {2025},
  url = {https://doi.org/10.1109/PICom68402.2025.00013}
}

@inproceedings{secflow-gecoin-25,
  title = {SecFlow: An Agentic LLM-Based Framework for Modular Cyberattack Analysis and Explainability},
  author = {Blefari, Francesco and Cosentino, Cristian and Furfaro, Angelo and Marozzo, Fabrizio and Pironti, Francesco Aurelio},
  booktitle = {CEUR Workshop Proceedings 2025},
  year = {2025},
  volume = {4075}
}

@inproceedings{ecai-topic-2025,
  title = {Neural Topic Modeling in Social Media by Clustering Latent Hashtag Representations},
  author = {Cantini, Riccardo and Cosentino, Cristian and Marozzo, Fabrizio and Talia, Domenico and Trunfio, Paolo},
  booktitle = {28th European Conference on Artificial Intelligence (ECAI-2025)},
  year = {2025},
  pages = {146 - 153},
  url = {https://doi.org/10.3233/FAIA250800}
}

@inproceedings{product-comp-ds25,
  title = {From Reviews to Results: Generative AI for Review-Driven Product and Service Comparisons},
  author = {Cosentino, Cristian and Gunduz-Cure, Merve and Marozzo, Fabrizio and Ozturk-Birim, Sule},
  booktitle = {28th International Conference on Discovery Science (DS2025)},
  year = {2025},
  pages = {78â€“93},
  url = {https://doi.org/10.1007/978-3-032-05461-6_6}
}

@inproceedings{fed-edge-cloud-2025,
  title = {Federated Learning in the Edge-Cloud Continuum: A Task-Based Approach with Colony},
  author = {Belcastro, Loris and Gabriele, Nicola and Marozzo, Fabrizio and Orsino, Alessio and Talia, Domenico and Trunfio, Paolo and Badia, RosaM. and Lordan, Francesc},
  booktitle = {Euro-Par Workshops},
  year = {2025},
  volume = {16294},
  pages = {19-31},
  publisher = {LNCS},
  url = {https://doi.org/10.1007/978-3-032-19144-1_2}
}

@article{mental-osnem-2025,
  title = {Detecting mental disorder on social media: a ChatGPT-augmented explainable approach},
  author = {Belcastro, Loris and Cantini, Riccardo and Marozzo, Fabrizio and Talia, Domenico and Trunfio, Paolo},
  journal = {Online Social Networks and Media},
  year = {2025},
  volume = {48},
  pages = {100321},
  url = {https://doi.org/10.1016/j.osnem.2025.100321}
}

@inproceedings{Ital-IA-2025,
  title = {Advancing Green and Fair AI: A Research Perspective on Environmental and Social Sustainability},
  author = {Belcastro, Loris and Cantini, Riccardo and Marozzo, Fabrizio and Orsino, Alessio and Talia, Domenico and Trunfio, Paolo},
  booktitle = {5th National Conference on Artificial Intelligence (Ital-IA 2025)},
  year = {2025},
  volume = {4121},
  publisher = {CEUR Workshop Proceedings},
  url = {https://ceur-ws.org/Vol-4121/Ital-IA_2025_paper_66.pdf}
}

@inproceedings{ecml-pkdd-marozzo-2025,
  title = {Balanced and Token-Efficient Summarization of User Reviews via Stratified Sampling and Large Language Models},
  author = {Belcastro, Loris and Cosentino, Cristian and Lio, Pietro and Marozzo, Fabrizio},
  booktitle = {European Conference on Machine Learning and Principles and Practice of Knowledge Discovery in Databases (ECML PKDD)},
  year = {2025},
  pages = {290â€“306},
  url = {https://doi.org/10.1007/978-3-032-06078-5_17}
}

@inproceedings{europar-2025-copression,
  title = {Scalable Compression of Massive Data Collections on HPC Systems},
  author = {Belcastro, Loris and Ferragina, Paolo and Manzini, Giovanni and Marozzo, Fabrizio and Talia, Domenico and Trunfio, Paolo},
  booktitle = {International European Conference on Parallel and Distributed Computing (Euro-Par 2025)},
  year = {2025},
  pages = {321--334},
  url = {https://doi.org/10.1007/978-3-031-99857-7_23}
}

@inproceedings{prompt-ambiguities,
  title = {Iterative Resolution of Prompt Ambiguities Using a Progressive Cutting-Search Approach},
  author = {Marozzo, Fabrizio},
  booktitle = {21st International Conference on Artificial Intelligence Applications and Innovations (AIAI 2025)},
  year = {2025},
  pages = {210-224},
  url = {https://doi.org/10.1007/978-3-031-96228-8_16}
}

@incollection{ai-healthcare-chapter,
  title = {Shedding Light Inside the Black Box: Techniques for Explainable Artificial Intelligence in Healthcare},
  author = {Belcastro, Loris and Cantini, Riccardo and Marozzo, Fabrizio and Talia, Domenico and Trunfio, Paolo},
  booktitle = {Explainable Machine Intelligence in Healthcare},
  year = {2025},
  pages = {57-72},
  url = {https://doi.org/10.1007/978-3-031-91379-2_4}
}

@inproceedings{drone-edgecloud-pdp2025,
  title = {Empowering Efficient Drone Monitoring with Low-Latency Edge-Cloud Continuum Platforms},
  author = {Belcastro, Loris and Cosentino, Cristian and Marozzo, Fabrizio and Presta, Aleandro and Trunfio, Paolo},
  booktitle = {33rd Euromicro International Conference on Parallel, Distributed, and Network-Based Processing (PDP 2025)},
  year = {2025},
  pages = {333-340},
  url = {https://www.doi.org/10.1109/PDP66500.2025.00054}
}

@article{llms-disaster-monitoring-2024,
  title = {Harnessing Prompt-based Large Language Models for Disaster Monitoring and Automated Reporting from Social Media Feedback},
  author = {Cantini, Riccardo and Cosentino, Cristian and Marozzo, Fabrizio and Talia, Domenico and Trunfio, Paolo},
  journal = {Online Social Networks and Media},
  year = {2025},
  volume = {45},
  pages = {100295},
  url = {https://doi.org/10.1016/j.osnem.2024.100295}
}

@article{topic-multimodal-ML-2024,
  title = {Unmasking Deception: A Topic-Oriented Multimodal Approach to Uncover False Information on Social Media},
  author = {Cantini, Riccardo and Cosentino, Cristian and Kilanioti, Irene and Marozzo, Fabrizio and Talia, Domenico},
  journal = {Machine Learning},
  year = {2025},
  volume = {114},
  number = {13},
  url = {https://doi.org/10.1007/s10994-024-06727-4}
}

@inproceedings{IIoT-ISM2024,
  title = {Developing Platform-Agnostic IIoT Applications in Edge-Cloud Environments},
  author = {Belcastro, Loris and Marozzo, Fabrizio and Presta, Aleandro and Varchera, Rosa and Vinci, Andrea},
  booktitle = {International Conference on Industry 4.0 & Smart Manufacturing 2024 (ISM 2024)},
  year = {2025},
  volume = {253},
  pages = {2106-2115},
  url = {https://doi.org/10.1016/j.procs.2025.01.271}
}

@inproceedings{insider-smart-cities-2024,
  title = {Developing Cross-Platform and Fast-Responsive Applications on the Edge-Cloud Continuum},
  author = {Belcastro, Loris and Marozzo, Fabrizio and Orsino, Alessio and Presta, Aleandro and Vinci, Andrea},
  booktitle = {15th IFIP Wireless and Mobile Networking Conference (WMNC 2024)},
  year = {2024},
  pages = {589-594},
  url = {https://doi.org/10.1109/DCOSS-IoT61029.2024.00092}
}

@inproceedings{edge-cloud-picom-2024,
  title = {Estimating performances of Application Deployment on Distributed IoT-Edge-Cloud Infrastructures},
  author = {Marozzo, Fabrizio and Presta, Aleandro and Varchera, Rosa and Vinci, Andrea},
  booktitle = {22nd IEEE International Conference on Pervasive Intelligence and Computing (PICom 2024)},
  year = {2024},
  pages = {156-161},
  url = {http://dx.doi.org/10.1109/PICom64201.2024.00029}
}

@inproceedings{user-reviews-ds2024,
  title = {Exploiting Large Language Models for Enhanced Review Classification Explanations Through Interpretable and Multidimensional Analysis},
  author = {Cosentino, Cristian and Gunduz-Cure, Merve and Marozzo, Fabrizio and Ozturk-Birim, Sule},
  booktitle = {27th International Conference on Discovery Science (DS2024)},
  year = {2024},
  pages = {3-18},
  url = {https://doi.org/10.1007/978-3-031-78977-9_1}
}

@inproceedings{multi-class-LLMs-AIAI2024,
  title = {Multi-Dimensional Classification on Social Media Data for Detailed Reporting with Large Language Models},
  author = {Cantini, Riccardo and Cosentino, Cristian and Marozzo, Fabrizio},
  booktitle = {20th International Conference on Artificial Intelligence Applications and Innovations (AIAI 2024)},
  year = {2024},
  pages = {100--114}
}

@inproceedings{plat-ind-dcoss-2024,
  title = {Design of Platform-Independent IoT Applications in the Edge-Cloud Continuum},
  author = {Marozzo, Fabrizio and Vinci, Andrea},
  booktitle = { 20th International Conference on Distributed Computing in Smart Systems and the Internet of Things (DCOSS-IoT)},
  year = {2024},
  pages = {589-594},
  url = {http://dx.doi.org/10.1109/DCOSS-IoT61029.2024.00092}
}

@inproceedings{spark-ML-dcoss2024,
  title = {A Spark-based Task Allocation Solution for Machine Learning in the Edge-Cloud Continuum},
  author = {Belcastro, Loris and Marozzo, Fabrizio and Presta, Aleandro and Talia, Domenico},
  booktitle = {20th International Conference on Distributed Computing in Smart Systems and the Internet of Things (DCOSS-IoT)},
  year = {2024},
  pages = {576-582},
  url = {http://dx.doi.org/10.1109/DCOSS-IoT61029.2024.00090}
}

@inproceedings{trasp-pdp24,
  title = {An Innovative Control Approach for Cyber-Physical Transportation Systems: The Case of Monte-Carlo Workflow Computations},
  author = {Kashansky, Vladislav and Kashani, Sara Agha Hossein and Garcia-Blas, Javier and Marozzo, Fabrizio and Zhuge, Hai and Sun, Xiaoping},
  booktitle = {32nd Euromicro International Conference on Parallel, Distributed, and Network-Based Processing (PDP 2024)},
  year = {2024},
  pages = {153-160}
}

@article{ParSoDA-Py,
  title = {Boosting HPC Data Analysis Performance with the ParSoDA-Py Library},
  author = {Belcastro, Loris and Giampà, Salvatore and Marozzo, Fabrizio and Talia, Domenico and Trunfio, Paolo and Badia, Rosa M. and Ejarque, Jorge and Mammadli, Nihad},
  journal = {Journal of Supercomputing},
  year = {2024},
  url = {https://doi.org/10.1007/s11227-023-05883-z}
}

@article{block-size-HPC-2024,
  title = {Block size estimation for data partitioning in HPC applications using machine learning techniques},
  author = {Cantini, Riccardo and Marozzo, Fabrizio and Orsino, Alessio and Talia, Domenico and Trunfio, Paolo and Badia, Rosa M. and Ejarque, Jorge and Vazquez-Novoa, Fernando},
  journal = {Journal of Big Data},
  year = {2024},
  volume = {11},
  number = {19},
  url = {https://doi.org/10.1186/s40537-023-00862-w}
}

@incollection{chap-cloud-ide-2ed,
  title = {Infrastructures for High-Performance Computing: Cloud Computing Development Environments},
  author = {Cosentino, Cristian and Marozzo, Fabrizio and Trunfio, Paolo},
  booktitle = {Reference Module in Life Sciences},
  year = {2024},
  note = {ISBN: 978-0-12-809633-8},
  url = {https://doi.org/10.1016/B978-0-323-95502-7.00007-5}
}

@incollection{chap-cloud-infr-2ed,
  title = {Infrastructures for High-Performance Computing: Cloud Infrastructures},
  author = {Belcastro, Loris and Cosentino, Cristian and Marozzo, Fabrizio},
  booktitle = {Reference Module in Life Sciences},
  year = {2024},
  publisher = {Elsevier},
  note = {ISBN: 978-0-12-809633-8},
  url = {https://doi.org/10.1016/B978-0-323-95502-7.00006-3}
}

@incollection{chap-cloud-comp-2ed,
  title = {Infrastructures for High-Performance Computing: Cloud Computing},
  author = {Belcastro, Loris and Marozzo, Fabrizio and Trunfio, Paolo},
  booktitle = {Reference Module in Life Sciences},
  year = {2024},
  publisher = {Elsevier},
  note = {ISBN: 978-0-12-809633-8},
  url = {https://doi.org/10.1016/B978-0-323-95502-7.00005-1}
}

@book{big-data-book-big-data,
  title = {Programming Big Data Applications: Scalable Tools and Frameworks for Your Needs},
  author = {Talia, Domenico and Trunfio, Paolo and Marozzo, Fabrizio and Belcastro, Loris and Cantini, Riccardo and Orsino, Alessio},
  year = {2024},
  publisher = {World Scientific},
  note = {ISBN: 978-1-80061-504-5},
  url = {http://dx.doi.org/10.1142/q0444}
}

@incollection{chapter-iot-speaker-2023,
  title = {Evaluating the performance of a multimodal speaker tracking system at the edge-to-cloud continuum},
  author = {Orsino, Alessio and Cantini, Riccardo and Marozzo, Fabrizio},
  booktitle = {Device-Edge-Cloud Continuum - Paradigms, Architectures and Applications},
  year = {2024},
  pages = {155-166},
  url = {https://doi.org/10.1007/978-3-031-42194-5_9}
}

@incollection{chapter-iot-deep-2023,
  title = {Deep learning meets smart agriculture: using LSTM networks to handle anomalous and missing sensor data in the compute continuum},
  author = {Cantini, Riccardo and Marozzo, Fabrizio and Orsino, Alessio},
  booktitle = {Device-Edge-Cloud Continuum - Paradigms, Architectures and Applications},
  year = {2024},
  pages = {141-153}
}

@article{algorithms-cripto-2023,
  title = {Enhancing Cryptocurrency Price Forecasting: Integrating Machine Learning with Social Media and Market Data},
  author = {Belcastro, Loris and Carbone, Domenico and Cosentino, Cristian and Marozzo, Fabrizio and Trunfio, Paolo},
  journal = {Algorithms},
  year = {2023},
  number = {12},
  url = {https://doi.org/10.3390/a16120542}
}

@inproceedings{false-information-topic-ds23,
  title = {Unmasking COVID-19 False Information on Twitter: a Topic-based Approach with BERT},
  author = {Cantini, Riccardo and Cosentino, Cristian and Kilanioti, Irene and Marozzo, Fabrizio and Talia, Domenico},
  booktitle = {26th International Conference on Discovery Science (DS2023)},
  year = {2023},
  volume = {14276},
  pages = {126-140},
  url = {https://doi.org/10.1007/978-3-031-45275-8_9}
}

@inproceedings{social-good-2023,
  title = {Intelligent and Sustainable Transportation through Multi-Objective Model for the Logistic Route-Order Dispatching System},
  author = {Kashansky, Vladislav and Hossein Kashani, Sara Agha and Zhuge, Hai and Garcia-Blas, Javier and Marozzo, Fabrizio},
  booktitle = {The 2023 ACM International Conference on Information Technology for Social Good (GoodIT 2023)},
  year = {2023},
  url = {https://doi.org/10.1145/3582515.3609578}
}

@book{book-bigdata-2023,
  title = {Review Papers in Big Data, Cloud-Based Data Analysis and Learning Systems},
  author = {Talia, Domenico and Marozzo, Fabrizio},
  year = {2023},
  note = {ISBN 978-3-0365-8000-5 (hardback); ISBN 978-3-0365-8001-2 (PDF)},
  url = {https://doi.org/10.3390/books978-3-0365-8001-2}
}

@misc{preface-jofphysics,
  title = {Preface of the International Conference on Algorithms, Network and Computer Technology (ICANCT 2022)},
  author = {Marozzo, Fabrizio},
  year = {2023},
  howpublished = {Journal of Physics: Conference Series},
  url = {https://dx.doi.org/10.1088/1742-6596/2424/1/011001}
}

@inproceedings{ml-edge-cloud-dcoss-2023,
  title = {Scaling machine learning at the edge-cloud: a distributed computing perspective},
  author = {Marozzo, Fabrizio and Orsino, Alessio and Trunfio, Paolo and Talia, Domenico},
  booktitle = { 2023 19th International Conference on Distributed Computing in Smart Systems and the Internet of Things (DCOSS-IoT)},
  year = {2023},
  pages = {761-767},
  address = {Pafos, Cyprus},
  url = {https://www.doi.org/10.1109/DCOSS-IoT58021.2023.00119}
}

@article{editorial-bdcc-2023,
  title = {Perspectives on Big Data, Cloud-Based Data Analysis and Machine Learning Systems},
  author = {Marozzo, Fabrizio and Talia, Domenico},
  journal = {Big Data and Cognitive Computing},
  year = {2023},
  volume = {7},
  number = {2},
  url = {https://doi.org/10.3390/bdcc7020104}
}

@article{edge-cloud-2023-ieee-access,
  title = {Edge-cloud continuum solutions for urban mobility prediction and planning},
  author = {Belcastro, Loris and Marozzo, Fabrizio and Orsino, Alessio and Talia, Domenico and Trunfio, Paolo},
  journal = {IEEE Access},
  year = {2023},
  volume = {11},
  pages = {38864-38874},
  url = {https://www.doi.org/10.1109/ACCESS.2023.3267471}
}

@inproceedings{edge-cloud-urban-mobility-pdp2023,
  title = {Using the Compute Continuum for Data Analysis: Edge-cloud Integration for Urban Mobility},
  author = {Belcastro, Loris and Marozzo, Fabrizio and Orsino, Alessio and Talia, Domenico and Trunfio, Paolo},
  booktitle = {31st Euromicro International Conference on Parallel, Distributed, and Network-Based Processing (PDP 2023)},
  year = {2023},
  pages = {338-344},
  url = {https://doi.org/10.1109/PDP59025.2023.00058}
}

@incollection{edgecloud-aut-vehicles,
  title = {Hybrid edge/cloud solutions for supporting autonomous vehicles},
  author = {Belcastro, Loris and Marozzo, Fabrizio and Orsino, Alessio},
  booktitle = {Advances in Autonomous Vehicle Systems},
  year = {2023},
  url = {https://doi.org/10.1201/9781032629537-9}
}

@incollection{cloud-big-ency-2022,
  title = {Cloud Computing for Big Data Analysis},
  author = {Marozzo, Fabrizio and Belcastro, Loris},
  editor = {Zomaya, Albert and Taheri, Javid and Sakr, Sherif},
  booktitle = {Encyclopedia of Big Data Technologies},
  year = {2022},
  note = {ISBN 978-3-319-63962-8},
  url = {https://doi.org/10.1007/978-3-319-63962-8_136-2}
}

@incollection{workflow-big-ency-2022,
  title = {Workflow systems for Big data analysis},
  author = {Belcastro, Loris and Marozzo, Fabrizio},
  editor = {Zomaya, Albert and Taheri, Javid and Sakr, Sherif},
  booktitle = {Encyclopedia of Big Data Technologies},
  year = {2022},
  pages = {1-7},
  note = {ISBN 978-3-319-63962-8},
  url = {https://doi.org/10.1007/978-3-319-63962-8_137-2}
}

@inproceedings{topic-det-track-2022,
  title = {Topic Detection and Tracking in Social Media Platforms},
  author = {Cantini, Riccardo and Marozzo, Fabrizio},
  booktitle = {EAI International Conference on Pervasive knowledge and collective intelligence on Web and Social Media (EAI PerSoM 2022)},
  year = {2022},
  pages = {41-56},
  url = {https://doi.org/10.1007/978-3-031-31469-8_3}
}

@article{appsci-cloud-big-data-2022,
  title = {Cloud Computing for Big Data Analysis},
  author = {Marozzo, Fabrizio and Belcastro, Loris},
  journal = {Applied Sciences},
  year = {2022},
  volume = {12},
  howpublished = {Applied Sciences},
  number = {20},
  url = {https://doi.org/10.3390/app122010567}
}

@inproceedings{hpc-bigd-dcex-2022,
  title = {Convergence of HPC and Big Data in extreme-scale data analysis through the DCEx programming model},
  author = {Garcia-Blas, Javier and Fernandez, Javier and Carretero, Jesus and Marozzo, Fabrizio and Talia, Domenico and Trunfio, Paolo and Martin de Blas, Daniel and Fernandez-Pena, Alberto},
  booktitle = {IEEE 34th International Symposium on Computer Architecture and High Performance Computing},
  year = {2022},
  pages = {130-139},
  url = {https://doi.org/10.1109/SBAC-PAD55451.2022.00024}
}

@inproceedings{Dis-ML-IoT-2022,
  title = {Edge Computing Solutions for Distributed Machine Learning},
  author = {Marozzo, Fabrizio and Orsino, Alessio and Talia, Domenico and Trunfio, Paolo},
  booktitle = {IEEE International Conference on Cloud and Big Data Computing (CBDCom)},
  year = {2022},
  pages = {1-8},
  url = {https://doi.org/10.1109/DASC/PiCom/CBDCom/Cy55231.2022.9927824}
}

@article{2020-US-Election-Analysis,
  title = {Analyzing voter behavior on social media during the 2020 US presidential election campaign},
  author = {Belcastro, Loris and Branda, Francesco and Cantini, Riccardo and Marozzo, Fabrizio and Talia, Domenico and Trunfio, Paolo},
  journal = {Social Network Analysis and Mining},
  year = {2022},
  url = {https://www.doi.org/10.1007/s13278-022-00913-9}
}

@article{worflow-HPC-DA-AI,
  title = {Enabling Dynamic and Intelligent Workflows for HPC, Data Analytics, and AI Convergence},
  author = {Ejarque, Jorge and Badia, Rosa M. and Albertin, LoÃ¯c and Aloisio, Giovanni and Baglione, Enrico and Becerra, Yolanda and Boschert, Stefan and Berlin, Julian R. and D'Anca, Alessandro and Elia, Donatello and Exertier, FranÃ§ois and Fiore, Sandro and Flich, JosÃ© and Folch, Arnau and Gibbons, Steven J. and Koldunov, Nikolay and Lordan, Francesc and Lorito, Stefano and Lovholt, Finn and Macias, Jorge and Marozzo, Fabrizio and Michelini, Alberto and Monterrubio-Velasco, Marisol and Pienkowska, Marta and De la Puente, Josep and Queralt, Anna and Quintana-OrtÃ, Enrique S. and RodrÃguez, Juan E. and Romano, Fabrizio and Rossi, Riccardo and Rybicki, Jedrzej and Kupczyk, Miroslaw and Selva, Jacopo and Talia, Domenico and Tonini, Roberto and Trunfio, Paolo and Volpe, Manuela},
  journal = {Future Generation Computer Systems},
  year = {2022},
  url = {https://doi.org/10.1016/j.future.2022.04.014}
}

@article{kdd-socialdata-22,
  title = {Knowledge Discovery From Large Amounts Of Social Media Data},
  author = {Belcastro, Loris and Cantini, Riccardo and Marozzo, Fabrizio},
  journal = {Applied Sciences},
  year = {2022},
  volume = {12},
  number = {3},
  url = {https://doi.org/10.3390/app12031209}
}

@article{pol2-bot-spam,
  title = {Analyzing Political Polarization on Social Media by Deleting Bot Spamming},
  author = {Cantini, Riccardo and Marozzo, Fabrizio and Talia, Domenico and Trunfio, Paolo},
  journal = {Big Data and Cognitive Computing},
  year = {2022},
  volume = {1},
  number = {6},
  url = {https://www.doi.org/10.3390/bdcc6010003}
}

@article{big-data-analysis-survey,
  title = {Programming Big Data Analysis: Principles and Solutions},
  author = {Belcastro, Loris and Cantini, Riccardo and Marozzo, Fabrizio and Orsino, Alessio and Talia, Domenico and Trunfio, Paolo},
  journal = {Journal of Big Data},
  year = {2022},
  volume = {9},
  number = {4},
  url = {https://www.doi.org/10.1186/s40537-021-00555-2}
}

@article{HASHET-TKDD-2022,
  title = {Learning sentence-to-hashtags semantic mapping for hashtag recommendation on microblogs},
  author = {Cantini, Riccardo and Marozzo, Fabrizio and Bruno, Giovanni and Trunfio, Paolo},
  journal = {ACM Transactions on Knowledge Discovery from Data},
  year = {2022},
  volume = {16},
  pages = {1-26},
  number = {2},
  url = {https://doi.org/10.1145/3466876}
}

@incollection{HPC-microarray,
  title = {High performance framework to analyze microarray data},
  author = {Marozzo, Fabrizio and Belcastro, Loris},
  booktitle = {Microarray Data Analysis: Methods and Protocols},
  year = {2022},
  volume = {2401 },
  pages = {13-27},
  publisher = {Springer},
  url = {https://doi.org/10.1007/978-1-0716-1839-4_2}
}

@inproceedings{smc2021-iot,
  title = {IoT platforms and services configuration through parameter sweep: a simulation-based approach},
  author = {Barbieri, Alessandro and Marozzo, Fabrizio and Savaglio, Claudio},
  booktitle = {2021 IEEE International Conference on Systems, Man, and Cybernetics (SMC)},
  year = {2021},
  pages = {1803-1808},
  month = {October}
}

@inproceedings{rtsi-ecommerce-2021,
  title = {A visual tool for reducing returns in e-commerce platforms},
  author = {Cantini, Riccardo and Marozzo, Fabrizio and Orsino, Alessio and Passarelli, Martina and Trunfio, Paolo},
  booktitle = {6th International Research and Technologies for Society and Industry Innovation for a smart world (IEEE RTSI 2021)},
  year = {2021},
  pages = {474-479},
  month = {September},
  url = {https://www.doi.org/10.1109/RTSI50628.2021.9597230}
}

@inproceedings{closer2020-cloud-bigdata,
  title = {Cloud computing for enabling Big Data analysis},
  author = {Belcastro, Loris and Marozzo, Fabrizio and Talia, Domenico and Trunfio, Paolo},
  booktitle = {The 10th International Conference on Cloud Computing and Services Science (CLOSER 2020)},
  year = {2021},
  pages = {84-109},
  note = {ISBN 978-3-030-72369-9},
  month = {May},
  url = {https://doi.org/10.1007/978-3-030-72369-9_4}
}

@article{exascale-anonalies-21,
  title = {Autotuning of exascale applications with anomalies detection},
  author = {Kimovski, Dragi and Matha, Roland and Iuhasz, Gabriel and Marozzo, Fabrizio and Petcu, Dana and Prodan, Radu},
  journal = {Frontiers in Big Data},
  year = {2021},
  volume = {4},
  pages = {101}
}

@article{WABC-OSNEM-2021,
  title = {A Weighted Artificial Bee Colony Algorithm for Influence Maximization},
  author = {Cantini, Riccardo and Marozzo, Fabrizio and Mazza, Silvio and Talia, Domenico and Trunfio, Paolo},
  journal = {Online Social Networks and Media},
  year = {2021},
  volume = {26},
  pages = {100167},
  url = {https://doi.org/10.1016/j.osnem.2021.100167}
}

@inproceedings{roi-mining-iot,
  title = {Evaluation of Large Scale RoI Mining Applications in Edge Computing Environments},
  author = {Belcastro, Loris and Falcone, Alberto and Garro, Alfredo and Marozzo, Fabrizio},
  booktitle = {25th International Symposium on Distributed Simulation and Real Time Applications (DS-RT)},
  year = {2021},
  pages = {1-8},
  abstract = {Researchers and leading IT companies are increasingly proposing hybrid cloud/edge solutions, which allow to move part of the workload from the cloud to the edge nodes, by reducing the network traffic and energy consumption, but also getting low latency responses near to real time. This paper proposes a novel hybrid cloud/edge architecture for efficiently extracting Regions-of-Interest (RoI) in a large scale urban computing environment, where a huge amount of geotagged data are generated and collected through users's mobile devices. The proposal is organized in two parts: (i) a modeling part that defines the hybrid cloud/edge architecture capable of managing a large number of devices; (ii) a simulation part in which different design choices are evaluated to improve the performance of RoI mining algorithms in terms of processing time, network delay, task failure and computing resource utilization. Several experiments have been carried out to evaluate the performance of the proposed architecture starting from different configurations and orchestration policies. The achieved results showed that the proposed hybrid cloud/edge architecture, with the use of two novel orchestration policies (network- and utilization-based), permits to improve the exploitation of resources, also granting low network latency and task failure rate in comparison with other standard scenarios (only-edge or only-cloud).}
}

@article{com-arch-hig-per-2021,
  title = {Computer architecture and high performance computing},
  author = {Camargo, Raphael and Marozzo, Fabrizio and Martins, Wellington},
  journal = {Concurrency and Computation: Practice and Experience},
  year = {2021},
  volume = {33},
  pages = {e6526},
  howpublished = {Concurrency and Computation Practice and Experience},
  number = {18},
  url = {https://doi.org/10.1002/cpe.6526}
}

@article{traj-social-2021,
  title = {Automatic detection of user trajectories from social media posts},
  author = {Belcastro, Loris and Marozzo, Fabrizio and Perrella, Emanuele},
  journal = {Expert Systems with Applications},
  year = {2021},
  volume = {186},
  pages = {115733},
  url = { https://doi.org/10.1016/j.eswa.2021.115733}
}

@article{belcastro-2021-bigd,
  title = {Using Social Media for Sub-Event Detection during Disasters},
  author = {Belcastro, Loris and Marozzo, Fabrizio and Talia, Domenico and Trunfio, Paolo and Branda, Francesco and Palpanas, Themis and Imran, Muhammad},
  journal = {Journal of Big Data},
  year = {2021},
  volume = {8},
  number = {79},
  url = {https://doi.org/10.1186/s40537-021-00467-1}
}

@article{IIWM-FutureInternet-2021,
  title = {Exploiting Machine Learning For Improving In-memory Execution of Data-intensive Workflows on Parallel Machines},
  author = {Cantini, Riccardo and Marozzo, Fabrizio and Orsino, Alessio and Talia, Domenico and Trunfio, Paolo},
  journal = {Future Internet},
  year = {2021},
  volume = {13},
  number = {5},
  url = {https://dx.doi.org/10.3390/fi13050121}
}

@article{ADAGE-2021,
  title = {A data-aware scheduling strategy for executing large-scale distributed workflows},
  author = {Giampà, Salvatore and Belcastro, Loris and Marozzo, Fabrizio and Talia, Domenico and Trunfio, Paolo},
  journal = {IEEE Access},
  year = {2021},
  volume = {9},
  pages = {47354-47364},
  note = {ISSN: 2169-3536},
  url = {https://doi.org/10.1109/ACCESS.2021.3067815}
}

@article{distribdbscan2020unical,
  title = {Parallel extraction of Regions-of-Interest from social media data},
  author = {Belcastro, Loris and Kechadi, M. Tahar and Marozzo, Fabrizio and Pastore, Luca and Talia, Domenico and Trunfio, Paolo},
  journal = {Concurrency and Computation: Practice and Experience},
  year = {2021},
  volume = {33},
  pages = {e5638},
  number = {8},
  key = {parallel clustering, regions-of-interest, RoI mining, scalability, social media analysis},
  url = {https://doi.org/10.1002/cpe.5638}
}

@inproceedings{DCEx-europar,
  title = {A Novel Data-Centric Programming Model for Large-Scale Parallel Systems},
  author = {Talia, Domenico and Trunfio, Paolo and Marozzo, Fabrizio and Belcastro, Loris and Garcia-Blas, Javier and Del Rio, David and CouvÃ©e, Philippe and Goret, Gael and Vincent, Lionel and FernÃ ndez-Pena, Alberto and Martin de Blas, Daniel and Nardi, Mirko and Pizzuti, Teresa and Spataru, Adrian and Justyna, Marek},
  booktitle = {Euro-Par 2019: Parallel Processing Workshops},
  year = {2020},
  pages = {452-463},
  address = {Gottingen, Germany},
  series = {Lecture Notes in Computer Science},
  note = {ISBN: 978-3-030-48339-5},
  month = {August},
  url = {https://doi.org/10.1007/978-3-030-48340-1_35}
}

@inproceedings{DA4PT-LOD2020,
  title = {Discovering Travelers' Purchasing Behavior from Public Transport Data},
  author = {Branda, Francesco and Marozzo, Fabrizio and Talia, Domenico},
  booktitle = {The 6th International Conference on machine Learning, Optimization and Data science - LOD 2020},
  year = {2020},
  pages = {702-713},
  address = {Siena, Italy},
  month = {July},
  url = {https://doi.org/10.1007/978-3-030-64583-0_63}
}

@inproceedings{M3AT-PDP2020,
  title = {M3AT:Monitoring Agents Assignment Model for Data-Intensive Applications},
  author = {Kashansky, Vladislav and Kimovski, Dragi and Prodan, Radu and Marozzo, Fabrizio and Gabriel, Iuhasz and Justyna, Marek and Garcia-Blas, Javier},
  booktitle = {28th Euromicro International Conference on Parallel, Distributed and Network-Based Processing (PDP 2020)},
  year = {2020},
  pages = {72-79},
  address = {Vasteras, Sweden},
  month = {March},
  url = {https://doi.org/10.1109/PDP50117.2020.00018}
}

@article{big-data-bus-2020,
  title = {Ticket Sales Prediction and Dynamic Pricing Strategies in Public Transport},
  author = {Branda, Francesco and Marozzo, Fabrizio and Talia, Domenico},
  journal = {Big Data and Cognitive Computing},
  year = {2020},
  volume = {4},
  note = {ISSN: 2504-2289},
  number = {4}
}

@article{iom-nn-ieee-access,
  title = {Learning Political Polarization on Social Media using Neural Networks},
  author = {Belcastro, Loris and Cantini, Riccardo and Marozzo, Fabrizio and Talia, Domenico and Trunfio, Paolo},
  journal = {IEEE Access},
  year = {2020},
  volume = {8},
  pages = {47177-47187},
  number = {1},
  url = {https://doi.org/10.1109/ACCESS.2020.2978950}
}

@article{BitTorrentSW-cpe,
  title = {A Sleep-and-Wake technique for reducing energy consumption in BitTorrent networks},
  author = {Marozzo, Fabrizio and Talia, Domenico and Trunfio, Paolo},
  journal = {Concurrency and Computation: Practice and Experience},
  year = {2020},
  volume = {32},
  pages = {e5723},
  number = {14},
  url = {http://dx.doi.org/10.1002/cpe.5723}
}

@inproceedings{parsoda-hpc-2018,
  title = {A High-Level Programming Library for Mining Social Media on HPC Systems},
  author = {Belcastro, Loris and Marozzo, Fabrizio and Talia, Domenico and Trunfio, Paolo},
  booktitle = {Post-Proc. of the High Performance Computing Workshop 2018, Cetraro, Italy, Advances in Parallel Computing},
  year = {2019},
  volume = {34},
  pages = {3-21},
  publisher = {IOS Press},
  series = {Advances in Parallel Computing},
  month = {July},
  url = {https://doi.org/10.3233/APC190003}
}

@inproceedings{skg2019pol2,
  title = {Discovering Political Polarization on Social Media: A Case Study},
  author = {Belcastro, Loris and Cantini, Riccardo and Marozzo, Fabrizio and Talia, Domenico and Trunfio, Paolo},
  booktitle = {15th International Conference on Semantics, Knowledge and Grids (SKG)},
  year = {2019},
  pages = {182-189},
  address = {Guangzhou, China},
  url = {https://doi.org/10.1109/SKG49510.2019.00038}
}

@inproceedings{algocloud2019-pol,
  title = {Developing a Cloud-based Algorithm for Analyzing the Polarization of Social Media Users},
  author = {Belcastro, Loris and Marozzo, Fabrizio and Talia, Domenico and Trunfio, Paolo},
  booktitle = {5th International Symposium, ALGOCLOUD 2019},
  year = {2019},
  pages = {15-24},
  address = {Munich, Germany},
  url = {https://doi.org/10.1007/978-3-030-58628-7_2}
}

@article{snam-parsoda,
  title = {ParSoDA: High-Level Parallel Programming for Social Data Mining},
  author = {Belcastro, Loris and Marozzo, Fabrizio and Talia, Domenico and Trunfio, Paolo},
  journal = {Social Network Analysis and Mining},
  year = {2019},
  volume = {9},
  number = {1},
  url = {http://doi.org/10.1007/s13278-018-0547-5}
}

@incollection{chapter-data-manag-ultrascale,
  title = {Data management techniques},
  author = {Bilas, Angelos and Carretero, Jesus and Cortes, Toni and Garcia-Blas, Javier and Gonzalez Ferez, Pilar and Papagiannis, Anastasios and Queralt, Anna and Marozzo, Fabrizio and Saloustros, Giorgos and Shoker, Ali and Talia, Domenico and Trunfio, Paolo},
  editor = {Carretero, Jesus and Jeannot, Emmanuel and Zomaya, Albert},
  booktitle = {Ultrascale Computing Systems},
  year = {2019},
  pages = {85-126},
  publisher = {IET},
  series = {Computing},
  url = {https://dx.doi.org/10.1049/PBPC024E_ch4}
}

@article{prog-big-data-2019,
  title = {Programming Models and Systems for Big Data Analysis},
  author = {Belcastro, Loris and Marozzo, Fabrizio and Talia, Domenico},
  journal = {International Journal of Parallel, Emergent and Distributed Systems},
  year = {2019},
  volume = {34},
  pages = {632-652},
  url = { http://dx.doi.org/10.1080/17445760.2017.1422501}
}

@article{Geocon_journal,
  title = {A Scalable Middleware for Context-aware Mobile Applications},
  author = {Belcastro, Loris and Marozzo, Fabrizio and Trunfio, Paolo},
  journal = {International Journal of Ad Hoc and Ubiquitous Computing},
  year = {2019},
  volume = {31},
  pages = {112-122},
  number = {2},
  url = {http://dx.doi.org/10.1504/IJAHUC.2019.100082}
}

@inproceedings{bittorrentsw-hpcs2018,
  title = {BitTorrentSW: A Sleep-and-Wake approach to reduce energy consumption in BitTorrent networks},
  author = {Marozzo, Fabrizio and Marzano, Francesco and Talia, Domenico and Trunfio, Paolo},
  booktitle = {The 2018 International Conference on High Performance Computing & Simulation (HPCS 2018)},
  year = {2018},
  pages = {144-150},
  address = {OrlÃ©ans, France},
  month = {July},
  url = {https://dx.doi.org/10.1109/HPCS.2018.00037}
}

@incollection{cloud-big-ency-2018,
  title = {Cloud computing for Big Data analysis},
  author = {Marozzo, Fabrizio and Belcastro, Loris},
  editor = {Sakr, Sherif and Zomaya, A.},
  booktitle = {Encyclopedia of Big Data Technologies},
  year = {2018},
  publisher = {Springer},
  note = {ISBN 978-3-319-63962-8},
  url = {https://doi.org/10.1007/978-3-319-63962-8_136-1}
}

@incollection{workflow-big-ency-2018,
  title = {Workflow systems for Big data analysis},
  author = {Belcastro, Loris and Marozzo, Fabrizio},
  editor = {Sakr, Sherif and Zomaya, Albert},
  booktitle = {Encyclopedia of Big Data Technologies},
  year = {2018},
  pages = {1-6},
  publisher = {Springer},
  note = {ISBN 978-3-319-63962-8},
  url = {https://doi.org/10.1007/978-3-319-63962-8_137-1}
}

@article{polarization-snam2017,
  title = {Analyzing Polarization of Social Media Users and News Sites during Political Campaigns},
  author = {Marozzo, Fabrizio and Bessi, Alessandro},
  journal = {Social Network Analysis and Mining},
  year = {2018},
  volume = {8},
  pages = {1-13},
  note = {ISSN:1869-5469},
  number = {1},
  url = {https://doi.org/10.1007/s13278-017-0479-5}
}

@article{groi-social-media,
  title = {G-RoI: Automatic Region-of-Interest detection driven by geotagged social media data},
  author = {Belcastro, Loris and Marozzo, Fabrizio and Talia, Domenico and Trunfio, Paolo},
  journal = {ACM Transactions on Knowledge Discovery from Data},
  year = {2018},
  volume = {12},
  pages = {27:1-27:22},
  number = {3},
  url = {http://doi.acm.org/10.1145/3154411}
}

@incollection{cloud-develop-env-ency-2018,
  title = {Infrastructures for High-Performance Computing: Cloud Computing Development Environments},
  author = {Marozzo, Fabrizio and Trunfio, Paolo},
  editor = {Ranganathan, Shoba and Nakai, Kenta and Schonbach, Christian and Gribskov, Michael},
  booktitle = {Encyclopedia of Bioinformatics and Computational Biology},
  year = {2018},
  publisher = {Elsevier},
  note = {ISBN 978-0-12-809633-8},
  url = {https://doi.org/10.1016/B978-0-12-809633-8.20375-0}
}

@incollection{infra-high-ency-2018,
  title = {Infrastructures for High-Performance Computing: Cloud Infrastructures},
  author = {Marozzo, Fabrizio},
  editor = {Ranganathan, Shoba and Nakai, Kenta and Schonbach,, Christian and Gribskov, Michael},
  booktitle = {Encyclopedia of Bioinformatics and Computational Biology},
  year = {2018},
  publisher = {Elsevier},
  note = {ISBN 978-0-12-809633-8},
  url = {https://doi.org/10.1016/B978-0-12-809633-8.20374-9}
}

@article{DMCF-TSC,
  title = {A Workflow Management System for Scalable Data Mining on Clouds},
  author = {Marozzo, Fabrizio and Talia, Domenico and Trunfio, Paolo},
  journal = {IEEE Transactions On Services Computing},
  year = {2018},
  volume = {11},
  pages = {480-492},
  note = {ISSN: 1939-1374},
  number = {3},
  url = {http://dx.doi.org/10.1109/TSC.2016.2589243}
}

@incollection{handbook-big-data-chapter,
  title = {Big Data Analysis on Clouds},
  author = {Belcastro, Loris and Marozzo, Fabrizio and Talia, Domenico and Trunfio, Paolo},
  editor = {Zomaya, Albert and Sakr, Sherif},
  booktitle = {Handbook of Big Data Technologies},
  year = {2017},
  pages = {101-142},
  publisher = {Springer},
  note = {ISBN: 978-3-319-49339-8},
  month = {December},
  url = {http://dx.doi.org/10.1007/978-3-319-49340-4_4}
}

@article{SMA4TD-OSNEM-2017,
  title = {SMA4TD: A Social Media Analysis Methodology for Trajectory Discovery in Large-Scale Events},
  author = {Cesario, Eugenio and Marozzo, Fabrizio and Talia, Domenico and Trunfio, Paolo},
  journal = {Online Social Networks and Media},
  year = {2017},
  volume = {3-4},
  pages = {49-62},
  month = {October},
  url = {https://doi.org/10.1016/j.osnem.2017.10.002}
}

@inproceedings{parsoda-spark,
  title = {Appraising SPARK on Large-Scale Social Media Analysis},
  author = {Belcastro, Loris and Marozzo, Fabrizio and Talia, Domenico and Trunfio, Paolo},
  booktitle = {Euro-Par Workshops},
  year = {2017},
  pages = {483-495},
  address = {Santiago de Compostela, Spain},
  series = {Lecture Notes in Computer Science },
  note = {ISBN: 978-3-319-75178-8},
  month = {August},
  url = {https://dx.doi.org/10.1007/978-3-319-75178-8_39}
}

@inproceedings{mobility-instagram-2017,
  title = {Discovering Mobility Patterns of Instagram Users through Process Mining Techniques},
  author = {Diamantini, Claudia and Genga, Laura and Marozzo, Fabrizio and Potena, Domenico and Trunfio, Paolo},
  booktitle = {IEEE International Conference on Information Reuse and Integration},
  year = {2017},
  pages = {485-492},
  note = {ISBN 978-1-5386-1562-1},
  month = {August},
  url = {https://doi.org/10.1109/IRI.2017.69}
}

@inproceedings{HPCS2017-ParSoDA,
  title = {A Parallel Library for Social Media Analytics},
  author = {Belcastro, Loris and Marozzo, Fabrizio and Talia, Domenico and Trunfio, Paolo},
  booktitle = {The 2017 International Conference on High Performance Computing & Simulation (HPCS 2017)},
  year = {2017},
  pages = {683--690},
  address = {Genoa, Italy},
  note = {ISBN 978-1-5386-3250-5},
  month = {July},
  url = {http://dx.doi.org/10.1109/HPCS.2017.105}
}

@inproceedings{HPCS2017-DMCF-Herc,
  title = {Evaluating a Data-Aware Scheduling Approach to Reduce Processing Costs of DMCF Workflows},
  author = {Marozzo, Fabrizio and Rodrigo Duro, Francisco and Garcia-Blas, Javier and Carretero, Jesus and Talia, Domenico and Trunfio, Paolo},
  booktitle = {The 2017 International Conference on High Performance Computing & Simulation (HPCS 2017)},
  year = {2017},
  pages = {699--706},
  address = {Genoa, Italy},
  note = {ISBN 978-1-5386-3250-5},
  month = {July},
  url = {http://dx.doi.org/10.1109/HPCS.2017.107}
}

@article{DMCF-Hercules-2017,
  title = {A Data-aware Scheduling Strategy for Workflow Execution in Clouds},
  author = {Marozzo, Fabrizio and Rodrigo Duro, Francisco and Garcia-Blas, Javier and Carretero, Jesus and Talia, Domenico and Trunfio, Paolo},
  journal = {Concurrency and Computation: Practice and Experience},
  year = {2017},
  volume = {29},
  publisher = {Wiley InterScience},
  note = {ISSN: 1532-0634},
  number = {24},
  url = {http://dx.doi.org/10.1002/cpe.4229}
}

@incollection{MarTalTruP2P2017,
  title = {Implementing MapReduce Applications in Dynamic Cloud Environments},
  author = {Marozzo, Fabrizio and Talia, Domenico and Trunfio, Paolo},
  editor = {Antonopoulos, Nick and Gillam, Lee},
  booktitle = {Cloud Computing: Principles, Systems and Applications, second edition},
  year = {2017},
  pages = {211-223},
  publisher = {Springer},
  note = {ISBN: 978-3-319-54645-2},
  url = {http://dx.doi.org/10.1007/978-3-319-54645-2_8}
}

@article{2017-Traj-TPDS,
  title = {Trajectory Pattern Mining for Urban Computing in the Cloud},
  author = {Altomare, Albino and Cesario, Eugenio and Comito, Carmela and Marozzo, Fabrizio and Talia, Domenico},
  journal = {IEEE Transactions on Parallel and Distributed Systems},
  year = {2017},
  volume = {28},
  pages = {586-599},
  note = {ISSN:1045-9219},
  number = {2},
  url = {http://dx.doi.org/10.1109/TPDS.2016.2565480}
}

@inproceedings{geocon-ucer2016,
  title = {Geocon: A Middleware for Location-aware Ubiquitous Applications},
  author = {Belcastro, Loris and Di Lieto, Giulio and Lackovic, Marco and Marozzo, Fabrizio and Trunfio, Paolo},
  booktitle = {Proc. of the First International Workshop on Ultrascale Computing for Early Researchers (UCER 2016)},
  year = {2016},
  pages = {234-243},
  address = {Granada, Spain},
  note = {ISBN: 978-3-319-49956-7},
  month = {December},
  url = {http://dx.doi.org/10.1007/978-3-319-49956-7_19}
}

@inproceedings{data-aware-nesus-2016,
  title = {A Data-Aware Scheduling Strategy for DMCF workflows over Hercules},
  author = {Marozzo, Fabrizio and Rodrigo Duro, Francisco and Garcia-Blas, Javier and Carretero, Jesus and Talia, Domenico and Trunfio, Paolo},
  booktitle = {Proc. of the Third International Workshop on Sustainable Ultrascale Computing Systems (NESUS 2016)},
  year = {2016},
  pages = {37-44},
  address = {Sofia, Bulgaria},
  note = {ISBN 978-84-617-7450-0},
  month = {October},
  url = {http://e-archivo.uc3m.es/bitstream/handle/10016/24228/book_NESUS_2016.pdf}
}

@inproceedings{Nubytics-RTSI2016,
  title = {Nubytics: Scalable Cloud Services for Data Analysis and Prediction},
  author = {Cesario, Eugenio and Iannazzo, Andrea Raffaele and Marozzo, Fabrizio and Morello, Fabrizio and Talia, Domenico and Trunfio, Paolo},
  booktitle = {2nd International Forum on Research and Technologies for Society and Industry (RTSI 2016)},
  year = {2016},
  pages = {1-6},
  address = {Bologna, Italy},
  note = {ISBN: 978-1-5090-1131-5},
  month = {September},
  url = {http://dx.doi.org/10.1109/RTSI.2016.7740643}
}

@inproceedings{EXPO-HPCS-2016,
  title = {Analyzing Social Media Data to Discover Mobility Patterns at EXPO 2015: Methodology and Results},
  author = {Cesario, Eugenio and Iannazzo, Andrea Raffaele and Marozzo, Fabrizio and Morello, Fabrizio and Riotta, Gianni and Spada, Alessandra and Talia, Domenico and Trunfio, Paolo},
  booktitle = {The 2016 International Conference on High Performance Computing & Simulation (HPCS 2016)},
  year = {2016},
  pages = {230-237},
  address = {Innsbruck, Austria},
  note = {ISBN: 978-1-5090-2088-1},
  month = {July},
  url = {http://dx.doi.org/10.1109/HPCSim.2016.7568340}
}

@book{ica3pp-2016,
  title = {Algorithms and Architectures for Parallel Processing},
  editor = {Carretero, Jesus and Garcia-Blas, Javier and Gergel, Victor and Voevodi, Vladimir and Meyerov, Iosif and Rico-Gallego, Juan-Antonio and DÃaz-MartÃn, Juan C. and Alonso, Pedro and Durillo, Juan and Garcia SÃ¡nchez, JosÃ© Daniel and Lastovetsky, Alexey L. and Marozzo, Fabrizio and Liu, Qin and Bhuiyan, Zakirul Alam and FÃ¼rlinger, Karl and Gracia, JosÃ©},
  year = {2016},
  publisher = {Springer},
  url = {https://doi.org/10.1007/978-3-319-49956-7}
}

@article{JOS2016-DMCF-Hercules,
  title = {Exploiting in-memory storage for improving workflow
executions in Cloud platforms},
  author = {Rodrigo Duro, Francisco and Marozzo, Fabrizio and Garcia-Blas, Javier and Talia, Domenico and Trunfio, Paolo},
  journal = {Journal of Supercomputing},
  year = {2016},
  volume = {72},
  pages = {4069-4088},
  publisher = {Springer},
  number = {11},
  url = {http://dx.doi.org/10.1007/s11227-016-1678-y}
}

@article{flightdelayTIST2016,
  title = {Using Scalable Data Mining for Predicting Flight Delays},
  author = {Belcastro, Loris and Marozzo, Fabrizio and Talia, Domenico and Trunfio, Paolo},
  journal = {ACM Transactions on Intelligent Systems and Technology},
  year = {2016},
  volume = {8},
  pages = {5:1-5:20},
  number = {1},
  url = {http://dx.doi.org/10.1145/2888402}
}

@incollection{MarTalTruECC2016,
  title = {Cloud Services for Distributed Knowledge Discovery},
  author = {Marozzo, Fabrizio and Talia, Domenico and Trunfio, Paolo},
  editor = {Murugesan, San and Bojanova, Irena},
  booktitle = {Encyclopedia of Cloud Computing},
  year = {2016},
  pages = {774--785},
  publisher = {Wiley-IEEE},
  note = {ISBN 978-1-118-82197-8},
  url = {http://eu.wiley.com/WileyCDA/WileyTitle/productCd-1118821971,subjectCd-CS40.html}
}

@book{ElsevierBookTaliaTrunfioMarozzo2015,
  title = {Data Analysis in the Cloud: Models, Techniques and Applications},
  author = {Talia, Domenico and Trunfio, Paolo and Marozzo, Fabrizio},
  year = {2015},
  publisher = {Elsevier},
  note = {ISBN 978-0-12-802881-0},
  month = {October},
  url = {http://dx.doi.org/10.1016/C2014-0-02172-7}
}

@inproceedings{nesus2015,
  title = {Evaluating data caching techniques in DMCF workflows using Hercules},
  author = {Rodrigo Duro, Francisco and Marozzo, Fabrizio and Garcia-Blas, Javier and Carretero, Jesus and Talia, Domenico and Trunfio, Paolo},
  booktitle = {Proc. of the Second International Workshop on Sustainable Ultrascale Computing Systems (NESUS 2015)},
  year = {2015},
  pages = {69-76},
  address = {Krakow, Poland},
  note = {ISBN: 978-84-608-2581-4},
  month = {September},
  url = {https://www.dropbox.com/s/31ksrifeph9gen7/second-nesus-workshop_krakow2015.pdf?dl=1}
}

@inproceedings{ICSDM2015,
  title = {Following Soccer Fans from Geotagged Tweets at FIFA World Cup 2014},
  author = {Cesario, Eugenio and Congedo, Chiara and Marozzo, Fabrizio and Riotta, Gianni and Spada, Alessandra and Talia, Domenico and Trunfio, Paolo and Turri, Carlo},
  booktitle = {Proc. of the 2nd IEEE Conference on Spatial Data Mining and Geographical Knowledge Services},
  year = {2015},
  pages = {33--38},
  address = {Fuzhou, China},
  note = {ISBN 978-1-4799-7748-2},
  month = {July},
  url = {http://dx.doi.org/10.1109/ICSDM.2015.7298021 }
}

@article{MarTalTruCCPE2015,
  title = {JS4Cloud: Script-based Workflow Programming for Scalable Data Analysis on Cloud Platforms},
  author = {Marozzo, Fabrizio and Talia, Domenico and Trunfio, Paolo},
  journal = {Concurrency and Computation: Practice and Experience},
  year = {2015},
  volume = {27},
  pages = {5214--5237},
  publisher = {Wiley InterScience  },
  number = {17},
  url = {http://dx.doi.org/10.1002/cpe.3563}
}

@inproceedings{BelMarTalTruHPC14,
  title = {Programming Visual and Script-based Big Data Analytics Workflows on Clouds},
  author = {Belcastro, Loris and Marozzo, Fabrizio and Talia, Domenico and Trunfio, Paolo},
  editor = {Grandinetti, Lucio and Joubert, Gerhard and Kunze, Marcel and Pascucci, Valerio},
  booktitle = {Post-Proc. of the High Performance Computing Workshop 2014},
  year = {2015},
  volume = {26},
  pages = {18--31},
  publisher = {IOS Press},
  address = {Cetraro, Italy},
  series = {Advances in Parallel Computing},
  note = {ISBN: 978-1-61499-582-1},
  url = {http://dx.doi.org/10.3233/978-1-61499-583-8-18}
}

@article{DaCostaSFI2015,
  title = {Exascale machines require new programming paradigms and runtimes},
  author = {Da Costa, Georges and Fahringer, Thomas and Rico-Gallego, Juan-Antonio and Grasso, Ivan and Hristov, Atanas and Karatza, Helen D. and Lastovetsky, Alexey and Marozzo, Fabrizio and Petcu, Dana and Stavrinides, Georgios L. and Talia, Domenico and Trunfio, Paolo and Astsatryan, Hrachya},
  journal = {Supercomputing Frontiers and Innovations},
  year = {2015},
  volume = {2},
  pages = {6--27},
  number = {2},
  url = {http://dx.doi.org/10.14529/jsfi150201}
}

@inproceedings{HPCC2014,
  title = {Trajectory Pattern Mining over a Cloud-based Framework for Urban Computing},
  author = {Altomare, Albino and Cesario, Eugenio and Comito, Carmela and Marozzo, Fabrizio and Talia, Domenico},
  booktitle = {Proc. of the 16th International Conference on High Performance Computing and Communications (HPCC 2014)},
  year = {2014},
  pages = {367-374},
  publisher = {IEEE},
  address = {Paris, France},
  note = {ISBN 978-1-4799-6123-8},
  month = {August},
  url = {http://dx.doi.org/10.1109/HPCC.2014.63}
}

@inproceedings{MarTalTruNesus2014,
  title = {A Workflow-oriented Language for Scalable Data Analytics},
  author = {Marozzo, Fabrizio and Talia, Domenico and Trunfio, Paolo},
  booktitle = {Proc. of the First International Workshop on Sustainable Ultrascale Computing Systems (NESUS 2014)},
  year = {2014},
  pages = {7--12},
  address = {Porto, Portugal},
  note = {ISBN 978-84-617-2251-8},
  month = {August},
  url = {https://www.dropbox.com/s/ggsgvopu0xsld8x/first-nesus-workshop_porto2014.pdf?dl=1}
}

@article{ServiseSSJGridComputing,
  title = {ServiceSs: An Interoperable Programming Framework for the Cloud},
  author = {Lordan, Francesc and Tejedor, Enric and Ejarque, Jorge and Rafanell, Roger and Álvarez, Javer and Marozzo, Fabrizio and Lezzi, Daniele and Sirvent, Raül and Talia, Domenico and Badia, RosaM.},
  journal = {Journal of Grid Computing},
  year = {2014},
  volume = {12},
  pages = {67-91},
  number = {1},
  url = {http://dx.doi.org/10.1007/s10723-013-9272-5}
}

@inproceedings{MarTalTruWORKS13,
  title = {Scalable Script-based Data Analysis Workflows on Clouds},
  author = {Marozzo, Fabrizio and Talia, Domenico and Trunfio, Paolo},
  booktitle = {Proc. of the 8th Workshop on Workflows in Support of Large-Scale Science (WORKS 2013)},
  year = {2013},
  pages = {124--133},
  publisher = {ACM Press},
  address = {Denver, CO, USA},
  note = {ISBN 978-1-4503-2502-8},
  month = {November},
  url = {http://dx.doi.org/10.1145/2534248.2534261}
}

@inproceedings{AgaCanGuzBCB13,
  title = {Cloud4SNP: Distributed Analysis of SNP Microarray Data on the Cloud},
  author = {Agapito, Giuseppe and Cannataro, Mario and Guzzi, Pietro Hiram and Marozzo, Fabrizio and Talia, Domenico and Trunfio, Paolo},
  booktitle = {Proc. of the ACM Conference on Bioinformatics, Computational Biology and Biomedical Informatics 2013 (ACM BCB 2013)},
  year = {2013},
  pages = {468},
  publisher = {ACM Press},
  address = {Washington, DC, USA},
  note = {ISBN 978-1-4503-2434-2},
  month = {September},
  url = {http://dx.doi.org/10.1145/2506583.2506605}
}

@inproceedings{AltCesComMarTalCloudCom2013,
  title = {Using Clouds for Smart City Applications},
  author = {Altomare, Albino and Cesario, Eugenio and Comito, Carmela and Marozzo, Fabrizio and Talia, Domenico},
  booktitle = {Proc. of the 5th IEEE International Conference on Cloud Computing Technology and Science (CloudCom 2013)},
  year = {2013},
  pages = {234-237},
  publisher = {IEEE},
  address = {Bristol, UK},
  url = {http://dx.doi.org/10.1109/CloudCom.2013.137}
}

@inproceedings{MarTalTruHPC12,
  title = {A Cloud Framework for Big Data Analytics Workflows on Azure},
  author = {Marozzo, Fabrizio and Talia, Domenico and Trunfio, Paolo},
  editor = {Catlett, Charlie and Gentzsch, Wolfgang and Grandinetti, Lucio and Joubert, Gerhard and Vazquez-Poletti, José Luis},
  booktitle = {Post-Proc. of the High Performance Computing Workshop 2012},
  year = {2013},
  volume = {23},
  pages = {182--191},
  publisher = {IOS Press},
  address = {Cetraro, Italy},
  series = {Advances in Parallel Computing},
  note = {ISBN 978-1-61499-321-6},
  url = {http://dx.doi.org/10.3233/978-1-61499-322-3-182}
}

@inproceedings{Mar-Tal-COMPSsAzure-Europar12,
  title = {Enabling cloud interoperability with COMPSs},
  author = {Marozzo, Fabrizio and Lordan, Francesc and Rafanell, Roger and Lezzi, Daniele and Talia, Domenico and Badia, RosaM.},
  booktitle = {Proc. of the 18th International  European Conference on Parallel and Distributed (Europar 2012)},
  year = {2012},
  volume = {7484},
  pages = {16-27},
  publisher = {Lecture Notes in Computer Science},
  address = {Rhodes Island, Greece},
  note = {ISBN 978-3-642-32819-0},
  abstract = {The advent of Cloud computing has given to researchers the ability to access resources that satisfy their growing needs, which could not be satisfied by traditional computing resources such as PCs and locally managed clusters. On the other side, such ability, has opened new challenges for the execution of their computational work and the managing of massive amounts of data into resources provided by different private and public infrastructures.
COMP Superscalar (COMPSs) is a programming framework that provides a programming model and a runtime that ease the development of applications for distributed environments and their execution on a wide range of computational infrastructures. COMPSs has been recently extended in order to be interoperable with several cloud technologies like Amazon, OpenNebula, Emotive and other OCCI compliant offerings.
This paper presents the extensions of this interoperability layer to support the execution of COMPSs applications into the Windows Azure Platform. The framework has been evaluated through the porting of a data mining workflow to COMPSs and the execution on an hybrid testbed.},
  month = {August},
  url = {http://dx.doi.org/10.1007/978-3-642-32820-6_4}
}

@inproceedings{DBLP:conf/europar/MarozzoTT12,
  title = {Using Clouds for Scalable Knowledge Discovery Applications},
  author = {Marozzo, Fabrizio and Talia, Domenico and Trunfio, Paolo},
  booktitle = {Euro-Par Workshops},
  year = {2012},
  volume = {7640},
  pages = {220-227},
  address = {Rhodes Island, Greece},
  series = {Lecture Notes in Computer Science},
  crossref = {DBLP:conf/europar/2012w},
  note = {ISBN: 978-3-642-36949-0},
  month = {August},
  url = {http://dx.doi.org/10.1007/978-3-642-36949-0_25}
}

@inproceedings{Mar-Tal-COMPSsAzure-Abstract,
  title = {Enabling cloud interoperability with COMPSs},
  author = {Marozzo, Fabrizio and Lordan, Francesc and Rafanell, Roger and Lezzi, Daniele and Talia, Domenico and Badia, RosaM.},
  booktitle = {Cloud Futures 2012},
  year = {2012},
  address = {Berkeley, United States},
  note = {Abstract},
  month = {May}
}

@article{MarTalTruEN2012,
  title = {Large-Scale Data Analysis on Cloud Systems},
  author = {Marozzo, Fabrizio and Talia, Domenico and Trunfio, Paolo},
  journal = {ERCIM News},
  year = {2012},
  pages = {26--27},
  number = {89},
  month = {April}
}

@article{MarTalTruJCSS12,
  title = {P2P-MapReduce: Parallel data processing in dynamic Cloud environments},
  author = {Marozzo, Fabrizio and Talia, Domenico and Trunfio, Paolo},
  journal = {Journal of Computer and System Sciences},
  year = {2012},
  volume = {78},
  pages = {1382--1402},
  publisher = {Elsevier Science},
  number = {5},
  url = {http://dx.doi.org/10.1016/j.jcss.2011.12.021}
}

@inproceedings{MarTalTruCloudCom2011,
  title = {A Cloud Framework for Parameter Sweeping Data Mining Applications},
  author = {Marozzo, Fabrizio and Talia, Domenico and Trunfio, Paolo},
  booktitle = {Proc. of  the 3rd IEEE International Conference on Cloud Computing Technology and Science (CloudCom 2011)},
  year = {2011},
  pages = {367--374},
  publisher = {IEEE Computer Society Press},
  address = {Athens, Greece},
  note = {ISBN 978-0-7695-4622-3},
  month = {December},
  url = {http://dx.doi.org/10.1109/CloudCom.2011.56}
}

@inproceedings{MarTalTruPDP11,
  title = {A Framework for Managing MapReduce Applications in Dynamic Distributed Environments},
  author = {Marozzo, Fabrizio and Talia, Domenico and Trunfio, Paolo},
  booktitle = {Proc. of the 19th Euromicro International Conference on Parallel, Distributed and Network-Based Computing (PDP 2011)},
  year = {2011},
  pages = {149--158},
  publisher = {IEEE Computer Society Press},
  address = {Ayia Napa, Cyprus},
  note = {ISBN 978-0-7695-4328-4},
  month = {February},
  url = {http://dx.doi.org/10.1109/PDP.2011.41}
}

@article{MarTalTruEN2010,
  title = {Enabling Reliable MapReduce Applications in Dynamic Cloud Infrastructures},
  author = {Marozzo, Fabrizio and Talia, Domenico and Trunfio, Paolo},
  journal = {ERCIM News},
  year = {2010},
  pages = {44-45},
  number = {83},
  month = {October}
}

@incollection{MarTalTruCLOUD10,
  title = {A Peer-to-Peer Framework for Supporting MapReduce Applications in Dynamic Cloud Environments},
  author = {Marozzo, Fabrizio and Talia, Domenico and Trunfio, Paolo},
  editor = {Antonopoulos, Nick and Gillam, Lee},
  booktitle = {Cloud Computing: Principles, Systems and Applications},
  year = {2010},
  pages = {113--125},
  publisher = {Springer},
  chapter = {7},
  note = {ISBN 978-1-84996-240-7},
  url = {http://dx.doi.org/10.1007/978-1-84996-241-4_7}
}

@inproceedings{MarTalTruCCA08,
  title = {Adapting MapReduce for Dynamic Environments Using a Peer-to-Peer Model},
  author = {Marozzo, Fabrizio and Talia, Domenico and Trunfio, Paolo},
  booktitle = {Proc. of the First Workshop on Cloud Computing and its Applications (CCA 2008)},
  year = {2008},
  address = {Chicago, USA},
  month = {October},
  url = {http://gridlab.dimes.unical.it/papers/pdf/CCA08.pdf}
}