Publications | Fabrizio Marozzo

@Article{llms-disaster-monitoring-2024,
      AUTHOR = {Cantini, Riccardo and Cosentino, Cristian and Marozzo, Fabrizio and Talia, Domenico and Trunfio, Paolo},
      TITLE = {Harnessing Prompt-based Large Language Models for Disaster Monitoring and Automated Reporting from Social Media Feedback},
      YEAR = {2025},
      JOURNAL = {Online Social Networks and Media},
      VOLUME = {45},
      PAGES = {100295}
}

@InCollection{chapter-iot-deep-2023,
      AUTHOR = {Cantini, Riccardo and Marozzo, Fabrizio and Orsino, Alessio},
      TITLE = {Deep learning meets smart agriculture: using LSTM networks to handle anomalous and missing sensor data in the compute continuum},
      YEAR = {2024},
      BOOKTITLE = {Device-Edge-Cloud Continuum - Paradigms, Architectures and Applications},
      PAGES = {141-153}
}

@InCollection{chapter-iot-speaker-2023,
      AUTHOR = {Orsino, Alessio and Cantini, Riccardo and Marozzo, Fabrizio},
      TITLE = {Evaluating the performance of a multimodal speaker tracking system at the edge-to-cloud continuum},
      YEAR = {2024},
      BOOKTITLE = {Device-Edge-Cloud Continuum - Paradigms, Architectures and Applications},
      PAGES = {155-166}
}

@Book{big-data-book-big-data,
      AUTHOR = {Talia, Domenico and Trunfio, Paolo and Marozzo, Fabrizio and Belcastro, Loris and Cantini, Riccardo and Orsino, Alessio},
      TITLE = {Programming Big Data Applications: Scalable Tools and Frameworks for Your Needs},
      YEAR = {2024},
      PUBLISHER = {World Scientific},
      NOTE = {ISBN: 978-1-80061-504-5}
}

@InCollection{chap-cloud-comp-2ed,
      AUTHOR = {Belcastro, Loris and Marozzo, Fabrizio and Trunfio, Paolo},
      TITLE = {Infrastructures for High-Performance Computing: Cloud Computing},
      YEAR = {2024},
      BOOKTITLE = {Reference Module in Life Sciences},
      PUBLISHER = {Elsevier},
      NOTE = {ISBN: 978-0-12-809633-8}
}

@InCollection{chap-cloud-infr-2ed,
      AUTHOR = {Belcastro, Loris and Cosentino, Cristian and Marozzo, Fabrizio},
      TITLE = {Infrastructures for High-Performance Computing: Cloud Infrastructures},
      YEAR = {2024},
      BOOKTITLE = {Reference Module in Life Sciences},
      PUBLISHER = {Elsevier},
      NOTE = {ISBN: 978-0-12-809633-8}
}

@InCollection{chap-cloud-ide-2ed,
      AUTHOR = {Cosentino, Cristian and Marozzo, Fabrizio and Trunfio, Paolo},
      TITLE = {Infrastructures for High-Performance Computing: Cloud Computing Development Environments},
      YEAR = {2024},
      BOOKTITLE = {Reference Module in Life Sciences},
      NOTE = {ISBN: 978-0-12-809633-8}
}

@Article{block-size-HPC-2024,
      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},
      TITLE = {Block size estimation for data partitioning in HPC applications using machine learning techniques},
      YEAR = {2024},
      JOURNAL = {Journal of Big Data},
      VOLUME = {11},
      NUMBER = {19}
}

@Article{ParSoDA-Py,
      AUTHOR = {Belcastro, Loris and GiampÃ , Salvatore and Marozzo, Fabrizio and Talia, Domenico and Trunfio, Paolo and Badia, Rosa M. and Ejarque, Jorge and Mammadli, Nihad},
      TITLE = {Boosting HPC Data Analysis Performance with the ParSoDA-Py Library},
      YEAR = {2024},
      JOURNAL = {Journal of Supercomputing}
}

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

@InProceedings{spark-ML-dcoss2024,
      AUTHOR = {Belcastro, Loris and Marozzo, Fabrizio and Presta, Aleandro and Talia, Domenico},
      TITLE = {A Spark-based Task Allocation Solution for Machine Learning in the Edge-Cloud Continuum},
      YEAR = {2024},
      BOOKTITLE = {20th International Conference on Distributed Computing in Smart Systems and the Internet of Things (DCOSS-IoT)},
      PAGES = {576-582}
}

@InProceedings{plat-ind-dcoss-2024,
      AUTHOR = {Marozzo, Fabrizio and Vinci, Andrea},
      TITLE = {Design of Platform-Independent IoT Applications in the Edge-Cloud Continuum},
      YEAR = {2024},
      BOOKTITLE = { 20th International Conference on Distributed Computing in Smart Systems and the Internet of Things (DCOSS-IoT)},
      PAGES = {589-594}
}

@InProceedings{multi-class-LLMs-AIAI2024,
      AUTHOR = {Cantini, Riccardo and Cosentino, Cristian and Marozzo, Fabrizio},
      TITLE = {Multi-Dimensional Classification on Social Media Data for Detailed Reporting with Large Language Models},
      YEAR = {2024},
      BOOKTITLE = {20th International Conference on Artificial Intelligence Applications and Innovations},
      PAGES = {100--114}
}

@InProceedings{user-reviews-ds2024,
      AUTHOR = {Cosentino, Cristian and Gunduz-Cure, Merve and Marozzo, Fabrizio and Ozturk-Birim, Sule},
      TITLE = {Enhancing User Review Classifications through Interpretable and Multidimensional Approaches with Large Language Models},
      YEAR = {2024},
      BOOKTITLE = {27th International Conference on Discovery Science (DS2024)},
      NOTE = {To appear}
}

@InProceedings{IIoT-ISM2024,
      AUTHOR = {Belcastro, Loris and Marozzo, Fabrizio and Presta, Aleandro and Varchera, Rosa and Vinci, Andrea},
      TITLE = {Developing Platform-Agnostic IIoT Applications in Edge-Cloud Environments},
      YEAR = {2024},
      BOOKTITLE = {International Conference on Industry 4.0 & Smart Manufacturing 2024 (ISM 2024)},
      NOTE = {To appear}
}

@InProceedings{edge-cloud-picom-2024,
      AUTHOR = {Marozzo, Fabrizio and Presta, Aleandro and Varchera, Rosa and Vinci, Andrea},
      TITLE = {Estimating performances of Application Deployment on Distributed IoT-Edge-Cloud Infrastructures},
      YEAR = {2024},
      BOOKTITLE = {22nd IEEE International Conference on Pervasive Intelligence and Computing (PICom 2024)},
      NOTE = {To appear}
}

@Article{topic-multimodal-ML-2024,
      AUTHOR = {Cantini, Riccardo and Cosentino, Cristian and Kilanioti, Irene and Marozzo, Fabrizio and Talia, Domenico},
      TITLE = {Unmasking Deception: A Topic-Oriented Multimodal Approach to Uncover False Information on Social Media},
      YEAR = {2024},
      JOURNAL = {Machine Learning},
      NOTE = {To appear}
}

@Article{mdisorder-neural2024,
      AUTHOR = {Belcastro, Loris and Cantini, Riccardo and Marozzo, Fabrizio and Talia, Domenico and Trunfio, Paolo},
      TITLE = {Detecting mental disorder on social media: a ChatGPT-augmented explainable approach},
      YEAR = {2024},
      JOURNAL = {Neural Computing and Applications},
      NOTE = {To appear}
}

@InProceedings{insider-smart-cities-2024,
      AUTHOR = {Belcastro, Loris and Marozzo, Fabrizio and Orsino, Alessio and Presta, Aleandro and Vinci, Andrea},
      TITLE = {Developing Cross-Platform and Fast-Responsive Applications on the Edge-Cloud Continuum},
      YEAR = {2024},
      BOOKTITLE = {15th IFIP Wireless and Mobile Networking Conference (WMNC 2024)},
      NOTE = {To appear}
}

@InCollection{edgecloud-aut-vehicles,
      AUTHOR = {Belcastro, Loris and Marozzo, Fabrizio and Orsino, Alessio},
      TITLE = {Hybrid edge/cloud solutions for supporting autonomous vehicles},
      YEAR = {2023},
      BOOKTITLE = {Advances in Autonomous Vehicle Systems}
}

@InProceedings{edge-cloud-urban-mobility-pdp2023,
      AUTHOR = {Belcastro, Loris and Marozzo, Fabrizio and Orsino, Alessio and Talia, Domenico and Trunfio, Paolo},
      TITLE = {Using the Compute Continuum for Data Analysis: Edge-cloud Integration for Urban Mobility},
      YEAR = {2023},
      BOOKTITLE = {31st Euromicro International Conference on Parallel, Distributed, and Network-Based Processing (PDP 2023)},
      PAGES = {338-344}
}

@Article{edge-cloud-2023-ieee-access,
      AUTHOR = {Belcastro, Loris and Marozzo, Fabrizio and Orsino, Alessio and Talia, Domenico and Trunfio, Paolo},
      TITLE = {Edge-cloud continuum solutions for urban mobility prediction and planning},
      YEAR = {2023},
      JOURNAL = {IEEE Access},
      VOLUME = {11},
      PAGES = {38864-38874}
}

@Article{editorial-bdcc-2023,
      AUTHOR = {Marozzo, Fabrizio and Talia, Domenico},
      TITLE = {Perspectives on Big Data, Cloud-Based Data Analysis and Machine Learning Systems},
      YEAR = {2023},
      JOURNAL = {Big Data and Cognitive Computing},
      VOLUME = {7},
      NUMBER = {2}
}

@InProceedings{ml-edge-cloud-dcoss-2023,
      AUTHOR = {Marozzo, Fabrizio and Orsino, Alessio and Trunfio, Paolo and Talia, Domenico},
      TITLE = {Scaling machine learning at the edge-cloud: a distributed computing perspective},
      YEAR = {2023},
      BOOKTITLE = { 2023 19th International Conference on Distributed Computing in Smart Systems and the Internet of Things (DCOSS-IoT)},
      PAGES = {761-767},
      ADDRESS = {Pafos, Cyprus}
}

@Misc{preface-jofphysics,
      AUTHOR = {Marozzo, Fabrizio},
      TITLE = {Preface of the International Conference on Algorithms, Network and Computer Technology (ICANCT 2022)},
      YEAR = {2023},
      HOWPUBLISHED = {Journal of Physics: Conference Series}
}

@Book{book-bigdata-2023,
      AUTHOR = {Talia, Domenico and Marozzo, Fabrizio},
      TITLE = {Review Papers in Big Data, Cloud-Based Data Analysis and Learning Systems},
      YEAR = {2023},
      NOTE = {ISBN 978-3-0365-8000-5 (hardback); ISBN 978-3-0365-8001-2 (PDF)}
}

@InProceedings{social-good-2023,
      AUTHOR = {Kashansky, Vladislav and Hossein Kashani, Sara Agha and Zhuge, Hai and Garcia Blas, Javier and Marozzo, Fabrizio},
      TITLE = {Intelligent and Sustainable Transportation through Multi-Objective Model for the Logistic Route-Order Dispatching System},
      YEAR = {2023},
      BOOKTITLE = {The 2023 ACM International Conference on Information Technology for Social Good (GoodIT 2023)}
}

@InProceedings{false-information-topic-ds23,
      AUTHOR = {Cantini, Riccardo and Cosentino, Cristian and Kilanioti, Irene and Marozzo, Fabrizio and Talia, Domenico},
      TITLE = {Unmasking COVID-19 False Information on Twitter: a Topic-based Approach with BERT},
      YEAR = {2023},
      BOOKTITLE = {26th International Conference on Discovery Science (DS2023)},
      VOLUME = {14276},
      PAGES = {126-140}
}

@Article{algorithms-cripto-2023,
      AUTHOR = {Belcastro, Loris and Carbone, Domenico and Cosentino, Cristian and Marozzo, Fabrizio and Trunfio, Paolo},
      TITLE = {Enhancing Cryptocurrency Price Forecasting: Integrating Machine Learning with Social Media and Market Data},
      YEAR = {2023},
      JOURNAL = {Algorithms},
      NUMBER = {12}
}

@InCollection{HPC-microarray,
      AUTHOR = {Marozzo, Fabrizio and Belcastro, Loris},
      TITLE = {High performance framework to analyze microarray data},
      YEAR = {2022},
      BOOKTITLE = {Microarray Data Analysis: Methods and Protocols},
      VOLUME = {2401 },
      PAGES = {13-27},
      PUBLISHER = {Springer},
      KEYWORDS = {Big data}
}

@Article{HASHET-TKDD-2022,
      AUTHOR = {Cantini, Riccardo and Marozzo, Fabrizio and Bruno, Giovanni and Trunfio, Paolo},
      TITLE = {Learning sentence-to-hashtags semantic mapping for hashtag recommendation on microblogs},
      YEAR = {2022},
      JOURNAL = {ACM Transactions on Knowledge Discovery from Data},
      VOLUME = {16},
      NUMBER = {2},
      PAGES = {1-26},
      KEYWORDS = {Big data, Social media analysis}
}

@Article{big-data-analysis-survey,
      AUTHOR = {Belcastro, Loris and Cantini, Riccardo and Marozzo, Fabrizio and Orsino, Alessio and Talia, Domenico and Trunfio, Paolo},
      TITLE = {Programming Big Data Analysis: Principles and Solutions},
      YEAR = {2022},
      JOURNAL = {Journal of Big Data},
      VOLUME = {9},
      NUMBER = {4},
      KEYWORDS = {Big data}
}

@Article{pol2-bot-spam,
      AUTHOR = {Cantini, Riccardo and Marozzo, Fabrizio and Talia, Domenico and Trunfio, Paolo},
      TITLE = {Analyzing Political Polarization on Social Media by Deleting Bot Spamming},
      YEAR = {2022},
      JOURNAL = {Big Data and Cognitive Computing},
      VOLUME = {1},
      NUMBER = {6}
}

@Article{kdd-socialdata-22,
      AUTHOR = {Belcastro, Loris and Cantini, Riccardo and Marozzo, Fabrizio},
      TITLE = {Knowledge Discovery From Large Amounts Of Social Media Data},
      YEAR = {2022},
      JOURNAL = {Applied Sciences},
      VOLUME = {12},
      NUMBER = {3},
      KEYWORDS = {Big data, Social media analysis}
}

@Article{worflow-HPC-DA-AI,
      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&#039;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},
      TITLE = {Enabling Dynamic and Intelligent Workflows for HPC, Data Analytics, and AI Convergence},
      YEAR = {2022},
      JOURNAL = {Future Generation Computer Systems}
}

@Article{2020-US-Election-Analysis,
      AUTHOR = {Belcastro, Loris and Branda, Francesco and Cantini, Riccardo and Marozzo, Fabrizio and Talia, Domenico and Trunfio, Paolo},
      TITLE = {Analyzing voter behavior on social media during the 2020 US presidential election campaign},
      YEAR = {2022},
      JOURNAL = {Social Network Analysis and Mining}
}

@InProceedings{Dis-ML-IoT-2022,
      AUTHOR = {Marozzo, Fabrizio and Orsino, Alessio and Talia, Domenico and Trunfio, Paolo},
      TITLE = {Edge Computing Solutions for Distributed Machine Learning},
      YEAR = {2022},
      BOOKTITLE = {IEEE International Conference on Cloud and Big Data Computing (CBDCom)},
      PAGES = {1-8}
}

@InProceedings{hpc-bigd-dcex-2022,
      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},
      TITLE = {Convergence of HPC and Big Data in extreme-scale data analysis through the DCEx programming model},
      YEAR = {2022},
      BOOKTITLE = {IEEE 34th International Symposium on Computer Architecture and High Performance Computing},
      PAGES = {130-139}
}

@Article{appsci-cloud-big-data-2022,
      AUTHOR = {Marozzo, Fabrizio and Belcastro, Loris},
      TITLE = {Cloud Computing for Big Data Analysis},
      YEAR = {2022},
      JOURNAL = {Applied Sciences},
      VOLUME = {12},
      NUMBER = {20},
      HOWPUBLISHED = {Applied Sciences}
}

@InProceedings{topic-det-track-2022,
      AUTHOR = {Cantini, Riccardo and Marozzo, Fabrizio},
      TITLE = {Topic Detection and Tracking in Social Media Platforms},
      YEAR = {2022},
      BOOKTITLE = {EAI International Conference on Pervasive knowledge and collective intelligence on Web and Social Media (EAI PerSoM 2022)},
      PAGES = {41-56}
}

@InCollection{workflow-big-ency-2022,
      AUTHOR = {Belcastro, Loris and Marozzo, Fabrizio},
      TITLE = {Workflow systems for Big data analysis},
      YEAR = {2022},
      BOOKTITLE = {Encyclopedia of Big Data Technologies},
      PAGES = {1-7},
      EDITOR = {Zomaya, Albert and Taheri, Javid and Sakr, Sherif},
      NOTE = {ISBN 978-3-319-63962-8}
}

@InCollection{cloud-big-ency-2022,
      AUTHOR = {Marozzo, Fabrizio and Belcastro, Loris},
      TITLE = {Cloud Computing for Big Data Analysis},
      YEAR = {2022},
      BOOKTITLE = {Encyclopedia of Big Data Technologies},
      EDITOR = {Zomaya, Albert and Taheri, Javid and Sakr, Sherif},
      NOTE = {ISBN 978-3-319-63962-8}
}

@InProceedings{smc2021-iot,
      AUTHOR = {Barbieri, Alessandro and Marozzo, Fabrizio and Savaglio, Claudio},
      TITLE = {IoT platforms and services configuration through parameter sweep: a simulation-based approach},
      YEAR = {2021},
      MONTH = {17-20 October},
      BOOKTITLE = {2021 IEEE International Conference on Systems, Man, and Cybernetics (SMC)},
      PAGES = {1803-1808},
      KEYWORDS = {Big data}
}

@InProceedings{rtsi-ecommerce-2021,
      AUTHOR = {Cantini, Riccardo and Marozzo, Fabrizio and Orsino, Alessio and Passarelli, Martina and Trunfio, Paolo},
      TITLE = {A visual tool for reducing returns in e-commerce platforms},
      YEAR = {2021},
      MONTH = {6-9 September},
      BOOKTITLE = {6th International Research and Technologies for Society and Industry Innovation for a smart world (IEEE RTSI 2021)},
      PAGES = {474-479},
      KEYWORDS = {Big data}
}

@InProceedings{closer2020-cloud-bigdata,
      AUTHOR = {Belcastro, Loris and Marozzo, Fabrizio and Talia, Domenico and Trunfio, Paolo},
      TITLE = {Cloud computing for enabling Big Data analysis},
      YEAR = {2021},
      MONTH = {7-9 May},
      BOOKTITLE = {The 10th International Conference on Cloud Computing and Services Science (CLOSER 2020)},
      PAGES = {84-109},
      NOTE = {ISBN 978-3-030-72369-9},
      KEYWORDS = {Big data, Cloud computing, Data analysis, Parallel Data Mining}
}

@Article{distribdbscan2020unical,
      AUTHOR = {Belcastro, Loris and Kechadi, M. Tahar and Marozzo, Fabrizio and Pastore, Luca and Talia, Domenico and Trunfio, Paolo},
      TITLE = {Parallel extraction of Regions-of-Interest from social media data},
      YEAR = {2021},
      JOURNAL = {Concurrency and Computation: Practice and Experience},
      KEY = {parallel clustering, regions-of-interest, RoI mining, scalability, social media analysis},
      VOLUME = {33},
      NUMBER = {8},
      PAGES = {e5638},
      KEYWORDS = {Big data, Cloud, Cloud computing, Clustering, Distributed Data Mining}
}

@Article{ADAGE-2021,
      AUTHOR = {GiampÃ , Salvatore and Belcastro, Loris and Marozzo, Fabrizio and Talia, Domenico and Trunfio, Paolo},
      TITLE = {A data-aware scheduling strategy for executing large-scale distributed workflows},
      YEAR = {2021},
      JOURNAL = {IEEE Access},
      VOLUME = {9},
      PAGES = {47354-47364},
      NOTE = {ISSN: 2169-3536}
}

@Article{IIWM-FutureInternet-2021,
      AUTHOR = {Cantini, Riccardo and Marozzo, Fabrizio and Orsino, Alessio and Talia, Domenico and Trunfio, Paolo},
      TITLE = {Exploiting Machine Learning For Improving In-memory Execution of Data-intensive Workflows on Parallel Machines},
      YEAR = {2021},
      JOURNAL = {Future Internet},
      VOLUME = {13},
      NUMBER = {5},
      KEYWORDS = {Big data}
}

@Article{belcastro-2021-bigd,
      AUTHOR = {Belcastro, Loris and Marozzo, Fabrizio and Talia, Domenico and Trunfio, Paolo and Branda, Francesco and Palpanas, Themis and Imran, Muhammad},
      TITLE = {Using Social Media for Sub-Event Detection during Disasters},
      YEAR = {2021},
      JOURNAL = {Journal of Big Data},
      VOLUME = {8},
      NUMBER = {79},
      KEYWORDS = {Big data, Social media analysis}
}

@Article{traj-social-2021,
      AUTHOR = {Belcastro, Loris and Marozzo, Fabrizio and Perrella, Emanuele},
      TITLE = {Automatic detection of user trajectories from social media posts},
      YEAR = {2021},
      JOURNAL = {Expert Systems with Applications},
      VOLUME = {186},
      PAGES = {115733},
      KEYWORDS = {Social media analysis, Trajectory pattern mining}
}

@Article{com-arch-hig-per-2021,
      AUTHOR = {Camargo, Raphael and Marozzo, Fabrizio and Martins, Wellington},
      TITLE = {Computer architecture and high performance computing},
      YEAR = {2021},
      JOURNAL = {Concurrency and Computation: Practice and Experience},
      VOLUME = {33},
      NUMBER = {18},
      PAGES = {e6526},
      HOWPUBLISHED = {Concurrency and Computation Practice and Experience}
}

@InProceedings{roi-mining-iot,
      AUTHOR = {Belcastro, Loris and Falcone, Alberto and Garro, Alfredo and Marozzo, Fabrizio},
      TITLE = {Evaluation of Large Scale RoI Mining Applications in Edge Computing Environments},
      YEAR = {2021},
      BOOKTITLE = {25th International Symposium on Distributed Simulation and Real Time Applications (DS-RT)},
      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{WABC-OSNEM-2021,
      AUTHOR = {Cantini, Riccardo and Marozzo, Fabrizio and Mazza, Silvio and Talia, Domenico and Trunfio, Paolo},
      TITLE = {A Weighted Artificial Bee Colony Algorithm for Influence Maximization},
      YEAR = {2021},
      JOURNAL = {Online Social Networks and Media},
      VOLUME = {26},
      PAGES = {100167}
}

@Article{exascale-anonalies-21,
      AUTHOR = {Kimovski, Dragi and Matha, Roland and Iuhasz, Gabriel and Marozzo, Fabrizio and Petcu, Dana and Prodan, Radu},
      TITLE = {Autotuning of exascale applications with anomalies detection},
      YEAR = {2021},
      JOURNAL = {Frontiers in Big Data},
      VOLUME = {4},
      PAGES = {101}
}

@InProceedings{DCEx-europar,
      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},
      TITLE = {A Novel Data-Centric Programming Model for Large-Scale Parallel Systems},
      YEAR = {2020},
      MONTH = {26-30 August},
      BOOKTITLE = {Euro-Par 2019: Parallel Processing Workshops},
      PAGES = {452-463},
      SERIES = {Lecture Notes in Computer Science},
      ADDRESS = {Gottingen, Germany},
      NOTE = {ISBN: 978-3-030-48339-5},
      KEYWORDS = {Big data, Parallel Data Mining}
}

@InProceedings{DA4PT-LOD2020,
      AUTHOR = {Branda, Francesco and Marozzo, Fabrizio and Talia, Domenico},
      TITLE = {Discovering Travelers' Purchasing Behavior from Public Transport Data},
      YEAR = {2020},
      MONTH = {19-23 July},
      BOOKTITLE = {The 6th International Conference on machine Learning, Optimization and Data science - LOD 2020},
      PAGES = {702-713},
      ADDRESS = {Siena, Italy},
      KEYWORDS = {Big data}
}

@InProceedings{M3AT-PDP2020,
      AUTHOR = {Kashansky, Vladislav and Kimovski, Dragi and Prodan, Radu and Marozzo, Fabrizio and Gabriel, Iuhasz and Justyna, Marek and Garcia Blas, Javier},
      TITLE = {M3AT:Monitoring Agents Assignment Model for Data-Intensive Applications},
      YEAR = {2020},
      MONTH = {11-13 March},
      BOOKTITLE = {28th Euromicro International Conference on Parallel, Distributed and Network-Based Processing (PDP 2020)},
      PAGES = {72-79},
      ADDRESS = {Vasteras, Sweden}
}

@Article{BitTorrentSW-cpe,
      AUTHOR = {Marozzo, Fabrizio and Talia, Domenico and Trunfio, Paolo},
      TITLE = {A Sleep-and-Wake technique for reducing energy consumption in BitTorrent networks},
      YEAR = {2020},
      JOURNAL = {Concurrency and Computation: Practice and Experience},
      VOLUME = {32},
      NUMBER = {14},
      PAGES = {e5723},
      KEYWORDS = {Energy efficiency, P2P}
}

@Article{iom-nn-ieee-access,
      AUTHOR = {Belcastro, Loris and Cantini, Riccardo and Marozzo, Fabrizio and Talia, Domenico and Trunfio, Paolo},
      TITLE = {Learning Political Polarization on Social Media using Neural Networks},
      YEAR = {2020},
      JOURNAL = {IEEE Access},
      VOLUME = {8},
      NUMBER = {1},
      PAGES = {47177-47187}
}

@Article{big-data-bus-2020,
      AUTHOR = {Branda, Francesco and Marozzo, Fabrizio and Talia, Domenico},
      TITLE = {Ticket Sales Prediction and Dynamic Pricing Strategies in Public Transport},
      YEAR = {2020},
      JOURNAL = {Big Data and Cognitive Computing},
      VOLUME = {4},
      NUMBER = {4},
      NOTE = {ISSN: 2504-2289},
      KEYWORDS = {Big data}
}

@InProceedings{parsoda-hpc-2018,
      AUTHOR = {Belcastro, Loris and Marozzo, Fabrizio and Talia, Domenico and Trunfio, Paolo},
      TITLE = {A High-Level Programming Library for Mining Social Media on HPC Systems},
      YEAR = {2019},
      MONTH = {2-6 July},
      BOOKTITLE = {Post-Proc. of the High Performance Computing Workshop 2018, Cetraro, Italy, Advances in Parallel Computing},
      VOLUME = {34},
      PAGES = {3-21},
      SERIES = {Advances in Parallel Computing},
      PUBLISHER = {IOS Press},
      KEYWORDS = {parallel programming, ParSoDA, Social media analysis}
}

@Article{Geocon_journal,
      AUTHOR = {Belcastro, Loris and Marozzo, Fabrizio and Trunfio, Paolo},
      TITLE = {A Scalable Middleware for Context-aware Mobile Applications},
      YEAR = {2019},
      JOURNAL = {International Journal of Ad Hoc and Ubiquitous Computing},
      VOLUME = {31},
      NUMBER = {2},
      PAGES = {112-122}
}

@Article{prog-big-data-2019,
      AUTHOR = {Belcastro, Loris and Marozzo, Fabrizio and Talia, Domenico},
      TITLE = {Programming Models and Systems for Big Data Analysis},
      YEAR = {2019},
      JOURNAL = {International Journal of Parallel, Emergent and Distributed Systems},
      VOLUME = {34},
      PAGES = {632-652},
      KEYWORDS = {Big data}
}

@InCollection{chapter-data-manag-ultrascale,
      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},
      TITLE = {Data management techniques},
      YEAR = {2019},
      BOOKTITLE = {Ultrascale Computing Systems},
      PAGES = {85-126},
      EDITOR = {Carretero, Jesus and Jeannot, Emmanuel and Zomaya, Albert},
      SERIES = {Computing},
      PUBLISHER = {IET},
      KEYWORDS = {Big data}
}

@Article{snam-parsoda,
      AUTHOR = {Belcastro, Loris and Marozzo, Fabrizio and Talia, Domenico and Trunfio, Paolo},
      TITLE = {ParSoDA: High-Level Parallel Programming for Social Data Mining},
      YEAR = {2019},
      JOURNAL = {Social Network Analysis and Mining},
      VOLUME = {9},
      NUMBER = {1},
      KEYWORDS = {Big data, Social media analysis}
}

@InProceedings{algocloud2019-pol,
      AUTHOR = {Belcastro, Loris and Marozzo, Fabrizio and Talia, Domenico and Trunfio, Paolo},
      TITLE = {Developing a Cloud-based Algorithm for Analyzing the Polarization of Social Media Users},
      YEAR = {2019},
      BOOKTITLE = {5th International Symposium, ALGOCLOUD 2019},
      PAGES = {15-24},
      ADDRESS = {Munich, Germany},
      KEYWORDS = {Big data, Cloud computing}
}

@InProceedings{skg2019pol2,
      AUTHOR = {Belcastro, Loris and Cantini, Riccardo and Marozzo, Fabrizio and Talia, Domenico and Trunfio, Paolo},
      TITLE = {Discovering Political Polarization on Social Media: A Case Study},
      YEAR = {2019},
      BOOKTITLE = {15th International Conference on Semantics, Knowledge and Grids (SKG)},
      PAGES = {182-189},
      ADDRESS = {Guangzhou, China},
      KEYWORDS = {Big data, Data analysis}
}

@InProceedings{bittorrentsw-hpcs2018,
      AUTHOR = {Marozzo, Fabrizio and Marzano, Francesco and Talia, Domenico and Trunfio, Paolo},
      TITLE = {BitTorrentSW: A Sleep-and-Wake approach to reduce energy consumption in BitTorrent networks},
      YEAR = {2018},
      MONTH = {16-20 July},
      BOOKTITLE = {The 2018 International Conference on High Performance Computing & Simulation (HPCS 2018)},
      PAGES = {144-150},
      ADDRESS = {Orléans, France},
      KEYWORDS = {Energy efficiency}
}

@Article{DMCF-TSC,
      AUTHOR = {Marozzo, Fabrizio and Talia, Domenico and Trunfio, Paolo},
      TITLE = {A Workflow Management System for Scalable Data Mining on Clouds},
      YEAR = {2018},
      JOURNAL = {IEEE Transactions On Services Computing},
      VOLUME = {11},
      NUMBER = {3},
      PAGES = {480-492},
      NOTE = {ISSN: 1939-1374},
      KEYWORDS = {Cloud computing, Data analysis, Software-as-a-Service, Workflow}
}

@InCollection{infra-high-ency-2018,
      AUTHOR = {Marozzo, Fabrizio},
      TITLE = {Infrastructures for High-Performance Computing: Cloud Infrastructures},
      YEAR = {2018},
      BOOKTITLE = {Encyclopedia of Bioinformatics and Computational Biology},
      EDITOR = {Ranganathan, Shoba and Nakai, Kenta and Schonbach,, Christian and Gribskov, Michael},
      PUBLISHER = {Elsevier},
      NOTE = {ISBN 978-0-12-809633-8}
}

@InCollection{cloud-develop-env-ency-2018,
      AUTHOR = {Marozzo, Fabrizio and Trunfio, Paolo},
      TITLE = {Infrastructures for High-Performance Computing: Cloud Computing Development Environments},
      YEAR = {2018},
      BOOKTITLE = {Encyclopedia of Bioinformatics and Computational Biology},
      EDITOR = {Ranganathan, Shoba and Nakai, Kenta and Schonbach, Christian and Gribskov, Michael},
      PUBLISHER = {Elsevier},
      NOTE = {ISBN 978-0-12-809633-8}
}

@Article{groi-social-media,
      AUTHOR = {Belcastro, Loris and Marozzo, Fabrizio and Talia, Domenico and Trunfio, Paolo},
      TITLE = {G-RoI: Automatic Region-of-Interest detection driven by geotagged social media data},
      YEAR = {2018},
      JOURNAL = {ACM Transactions on Knowledge Discovery from Data},
      VOLUME = {12},
      NUMBER = {3},
      PAGES = {27:1-27:22},
      ANNOTE = {ISSN = 1556-4681},
      KEYWORDS = {Big data, Data analysis, Social media analysis}
}

@Article{polarization-snam2017,
      AUTHOR = {Marozzo, Fabrizio and Bessi, Alessandro},
      TITLE = {Analyzing Polarization of Social Media Users and News Sites during Political Campaigns},
      YEAR = {2018},
      JOURNAL = {Social Network Analysis and Mining},
      VOLUME = {8},
      NUMBER = {1},
      PAGES = {1-13},
      NOTE = {ISSN:1869-5469},
      KEYWORDS = {Social media analysis}
}

@InCollection{workflow-big-ency-2018,
      AUTHOR = {Belcastro, Loris and Marozzo, Fabrizio},
      TITLE = {Workflow systems for Big data analysis},
      YEAR = {2018},
      BOOKTITLE = {Encyclopedia of Big Data Technologies},
      PAGES = {1-6},
      EDITOR = {Sakr, Sherif and Zomaya, Albert},
      PUBLISHER = {Springer},
      NOTE = {ISBN 978-3-319-63962-8},
      KEYWORDS = {Big data, Workflow}
}

@InCollection{cloud-big-ency-2018,
      AUTHOR = {Marozzo, Fabrizio and Belcastro, Loris},
      TITLE = {Cloud computing for Big Data analysis},
      YEAR = {2018},
      BOOKTITLE = {Encyclopedia of Big Data Technologies},
      EDITOR = {Sakr, Sherif and Zomaya, A.},
      PUBLISHER = {Springer},
      NOTE = {ISBN 978-3-319-63962-8},
      KEYWORDS = {Big data, Cloud}
}

@InCollection{handbook-big-data-chapter,
      AUTHOR = {Belcastro, Loris and Marozzo, Fabrizio and Talia, Domenico and Trunfio, Paolo},
      TITLE = {Big Data Analysis on Clouds},
      YEAR = {2017},
      MONTH = {December},
      BOOKTITLE = {Handbook of Big Data Technologies},
      PAGES = {101-142},
      EDITOR = {Zomaya, Albert and Sakr, Sherif},
      PUBLISHER = {Springer},
      URL = {http://dx.doi.org/10.1007/978-3-319-49340-4_4},
      NOTE = {ISBN: 978-3-319-49339-8},
      KEYWORDS = {Big data, Cloud computing, Software-as-a-Service, Workflow}
}

@Article{SMA4TD-OSNEM-2017,
      AUTHOR = {Cesario, Eugenio and Marozzo, Fabrizio and Talia, Domenico and Trunfio, Paolo},
      TITLE = {SMA4TD: A Social Media Analysis Methodology for Trajectory Discovery in Large-Scale Events},
      YEAR = {2017},
      MONTH = {October},
      JOURNAL = {Online Social Networks and Media},
      VOLUME = {3-4},
      PAGES = {49-62},
      KEYWORDS = {Big data, Cloud}
}

@InProceedings{parsoda-spark,
      AUTHOR = {Belcastro, Loris and Marozzo, Fabrizio and Talia, Domenico and Trunfio, Paolo},
      TITLE = {Appraising SPARK on Large-Scale Social Media Analysis},
      YEAR = {2017},
      MONTH = {28-29 August},
      BOOKTITLE = {Euro-Par Workshops},
      PAGES = {483-495},
      SERIES = {Lecture Notes in Computer Science },
      ADDRESS = {Santiago de Compostela, Spain},
      NOTE = {ISBN: 978-3-319-75178-8},
      KEYWORDS = {Big data, Data analysis, ParSoDA}
}

@InProceedings{mobility-instagram-2017,
      AUTHOR = {Diamantini, Claudia and Genga, Laura and Marozzo, Fabrizio and Potena, Domenico and Trunfio, Paolo},
      TITLE = {Discovering Mobility Patterns of Instagram Users through Process Mining Techniques},
      YEAR = {2017},
      MONTH = {4-6 August},
      BOOKTITLE = {IEEE International Conference on Information Reuse and Integration},
      PAGES = {485-492},
      NOTE = {ISBN 978-1-5386-1562-1}
}

@InProceedings{HPCS2017-DMCF-Herc,
      AUTHOR = {Marozzo, Fabrizio and Rodrigo Duro, Francisco and Garcia Blas, Javier and Carretero, Jesus and Talia, Domenico and Trunfio, Paolo},
      TITLE = {Evaluating a Data-Aware Scheduling Approach to Reduce Processing Costs of DMCF Workflows},
      YEAR = {2017},
      MONTH = {17-21 July},
      BOOKTITLE = {The 2017 International Conference on High Performance Computing & Simulation (HPCS 2017)},
      PAGES = {699--706},
      ADDRESS = {Genoa, Italy},
      NOTE = {ISBN 978-1-5386-3250-5},
      KEYWORDS = {Cloud, data locality, DMCF, in-memory storage}
}

@InProceedings{HPCS2017-ParSoDA,
      AUTHOR = {Belcastro, Loris and Marozzo, Fabrizio and Talia, Domenico and Trunfio, Paolo},
      TITLE = {A Parallel Library for Social Media Analytics},
      YEAR = {2017},
      MONTH = {17-21 July},
      BOOKTITLE = {The 2017 International Conference on High Performance Computing & Simulation (HPCS 2017)},
      PAGES = {683--690},
      ADDRESS = {Genoa, Italy},
      NOTE = {ISBN 978-1-5386-3250-5},
      KEYWORDS = {Big data, Cloud, Cloud computing}
}

@Article{2017-Traj-TPDS,
      AUTHOR = {Altomare, Albino and Cesario, Eugenio and Comito, Carmela and Marozzo, Fabrizio and Talia, Domenico},
      TITLE = {Trajectory Pattern Mining for Urban Computing in the Cloud},
      YEAR = {2017},
      JOURNAL = {IEEE Transactions on Parallel and Distributed Systems},
      VOLUME = {28},
      NUMBER = {2},
      PAGES = {586-599},
      NOTE = {ISSN:1045-9219},
      KEYWORDS = {Big data, Cloud, Trajectory pattern mining, Urban Computing}
}

@InCollection{MarTalTruP2P2017,
      AUTHOR = {Marozzo, Fabrizio and Talia, Domenico and Trunfio, Paolo},
      TITLE = {Implementing MapReduce Applications in Dynamic Cloud Environments},
      YEAR = {2017},
      BOOKTITLE = {Cloud Computing: Principles, Systems and Applications, second edition},
      PAGES = {211-223},
      EDITOR = {Antonopoulos, Nick and Gillam, Lee},
      PUBLISHER = {Springer},
      NOTE = {ISBN: 978-3-319-54645-2},
      KEYWORDS = {P2P, P2P-MapReduce}
}

@Article{DMCF-Hercules-2017,
      AUTHOR = {Marozzo, Fabrizio and Rodrigo Duro, Francisco and Garcia Blas, Javier and Carretero, Jesus and Talia, Domenico and Trunfio, Paolo},
      TITLE = {A Data-aware Scheduling Strategy for Workflow Execution in Clouds},
      YEAR = {2017},
      JOURNAL = {Concurrency and Computation: Practice and Experience},
      VOLUME = {29},
      NUMBER = {24},
      PUBLISHER = {Wiley InterScience},
      NOTE = {ISSN: 1532-0634},
      KEYWORDS = {Data Caching, Distributed Data Mining, location-aware}
}

@InProceedings{geocon-ucer2016,
      AUTHOR = {Belcastro, Loris and Di Lieto, Giulio and Lackovic, Marco and Marozzo, Fabrizio and Trunfio, Paolo},
      TITLE = {Geocon: A Middleware for Location-aware Ubiquitous Applications},
      YEAR = {2016},
      MONTH = {December},
      BOOKTITLE = {Proc. of the First International Workshop on Ultrascale Computing for Early Researchers (UCER 2016)},
      PAGES = {234-243},
      ADDRESS = {Granada, Spain},
      NOTE = {ISBN: 978-3-319-49956-7},
      KEYWORDS = {location-aware, middleware, Mobile computing}
}

@InProceedings{data-aware-nesus-2016,
      AUTHOR = {Marozzo, Fabrizio and Rodrigo Duro, Francisco and Garcia Blas, Javier and Carretero, Jesus and Talia, Domenico and Trunfio, Paolo},
      TITLE = {A Data-Aware Scheduling Strategy for DMCF workflows over Hercules},
      YEAR = {2016},
      MONTH = {6-7 October},
      BOOKTITLE = {Proc. of the Third International Workshop on Sustainable Ultrascale Computing Systems (NESUS 2016)},
      PAGES = {37-44},
      ADDRESS = {Sofia, Bulgaria},
      NOTE = {ISBN 978-84-617-7450-0},
      KEYWORDS = {Data Caching, Workflow}
}

@InProceedings{Nubytics-RTSI2016,
      AUTHOR = {Cesario, Eugenio and Iannazzo, Andrea Raffaele and Marozzo, Fabrizio and Morello, Fabrizio and Talia, Domenico and Trunfio, Paolo},
      TITLE = {Nubytics: Scalable Cloud Services for Data Analysis and Prediction},
      YEAR = {2016},
      MONTH = {7-9 September},
      BOOKTITLE = {2nd International Forum on Research and Technologies for Society and Industry (RTSI 2016)},
      PAGES = {1-6},
      ADDRESS = {Bologna, Italy},
      NOTE = {ISBN: 978-1-5090-1131-5},
      KEYWORDS = {Big data, Software-as-a-Service}
}

@InProceedings{EXPO-HPCS-2016,
      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},
      TITLE = {Analyzing Social Media Data to Discover Mobility Patterns at EXPO 2015: Methodology and Results},
      YEAR = {2016},
      MONTH = {18-22 July},
      BOOKTITLE = {The 2016 International Conference on High Performance Computing & Simulation (HPCS 2016)},
      PAGES = {230-237},
      ADDRESS = {Innsbruck, Austria},
      NOTE = {ISBN: 978-1-5090-2088-1},
      KEYWORDS = {Data analysis, Software-as-a-Service, Trajectory pattern mining}
}

@InCollection{MarTalTruECC2016,
      AUTHOR = {Marozzo, Fabrizio and Talia, Domenico and Trunfio, Paolo},
      TITLE = {Cloud Services for Distributed Knowledge Discovery},
      YEAR = {2016},
      BOOKTITLE = {Encyclopedia of Cloud Computing},
      PAGES = {774--785},
      EDITOR = {Murugesan, San and Bojanova, Irena},
      PUBLISHER = {Wiley-IEEE},
      NOTE = {ISBN 978-1-118-82197-8}
}

@Article{flightdelayTIST2016,
      AUTHOR = {Belcastro, Loris and Marozzo, Fabrizio and Talia, Domenico and Trunfio, Paolo},
      TITLE = {Using Scalable Data Mining for Predicting Flight Delays},
      YEAR = {2016},
      JOURNAL = {ACM Transactions on Intelligent Systems and Technology},
      VOLUME = {8},
      NUMBER = {1},
      PAGES = {5:1-5:20},
      KEYWORDS = {Big data, Cloud, MapReduce}
}

@Article{JOS2016-DMCF-Hercules,
      AUTHOR = {Rodrigo Duro, Francisco and Marozzo, Fabrizio and Garcia Blas, Javier and Talia, Domenico and Trunfio, Paolo},
      TITLE = {Exploiting in-memory storage for improving workflow
executions in Cloud platforms},
      YEAR = {2016},
      JOURNAL = {Journal of Supercomputing},
      VOLUME = {72},
      NUMBER = {11},
      PAGES = {4069-4088},
      PUBLISHER = {Springer},
      URL = {http://dx.doi.org/10.1007/s11227-016-1678-y},
      PDF = {http://scalab.dimes.unical.it/pubadmin/../papers/pdf/06_JOS-DMCFHercules.pdf},
      KEYWORDS = {Cloud, data cache, DMCF, Hercules, in-memory storage, Parallel Data Mining, Workflow}
}

@Book{ElsevierBookTaliaTrunfioMarozzo2015,
      AUTHOR = {Talia, Domenico and Trunfio, Paolo and Marozzo, Fabrizio},
      TITLE = {Data Analysis in the Cloud: Models, Techniques and Applications},
      YEAR = {2015},
      MONTH = {October},
      PUBLISHER = {Elsevier},
      NOTE = {ISBN 978-0-12-802881-0}
}

@InProceedings{nesus2015,
      AUTHOR = {Rodrigo Duro, Francisco and Marozzo, Fabrizio and Garcia Blas, Javier and Carretero, Jesus and Talia, Domenico and Trunfio, Paolo},
      TITLE = {Evaluating data caching techniques in DMCF workflows using Hercules},
      YEAR = {2015},
      MONTH = {September},
      BOOKTITLE = {Proc. of the Second International Workshop on Sustainable Ultrascale Computing Systems (NESUS 2015)},
      PAGES = {69-76},
      ADDRESS = {Krakow, Poland},
      NOTE = {ISBN: 978-84-608-2581-4},
      KEYWORDS = {Parallel Data Mining, Workflow}
}

@InProceedings{ICSDM2015,
      AUTHOR = {Cesario, Eugenio and Congedo, Chiara and Marozzo, Fabrizio and Riotta, Gianni and Spada, Alessandra and Talia, Domenico and Trunfio, Paolo and Turri, Carlo},
      TITLE = {Following Soccer Fans from Geotagged Tweets at FIFA World Cup 2014},
      YEAR = {2015},
      MONTH = {July},
      BOOKTITLE = {Proc. of the 2nd IEEE Conference on Spatial Data Mining and Geographical Knowledge Services},
      PAGES = {33--38},
      ADDRESS = {Fuzhou, China},
      NOTE = {ISBN 978-1-4799-7748-2}
}

@Article{MarTalTruCCPE2015,
      AUTHOR = {Marozzo, Fabrizio and Talia, Domenico and Trunfio, Paolo},
      TITLE = {JS4Cloud: Script-based Workflow Programming for Scalable Data Analysis on Cloud Platforms},
      YEAR = {2015}10 ,
      JOURNAL = {Concurrency and Computation: Practice and Experience},
      VOLUME = {27},
      NUMBER = {17},
      PAGES = {5214--5237},
      PUBLISHER = {Wiley InterScience  },
      PDF = {http://scalab.dimes.unical.it/pubadmin/../papers/pdf/JS4Cloud-PrePrint-OK.pdf}
}

@Article{DaCostaSFI2015,
      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},
      TITLE = {Exascale machines require new programming paradigms and runtimes},
      YEAR = {2015},
      JOURNAL = {Supercomputing Frontiers and Innovations},
      VOLUME = {2},
      NUMBER = {2},
      PAGES = {6--27},
      URL = {http://dx.doi.org/10.14529/jsfi150201},
      PDF = {http://scalab.dimes.unical.it/pubadmin/../papers/pdf/Exascale Machines Require New Programming Paradigms andRuntimes.pdf}
}

@InProceedings{BelMarTalTruHPC14,
      AUTHOR = {Belcastro, Loris and Marozzo, Fabrizio and Talia, Domenico and Trunfio, Paolo},
      TITLE = {Programming Visual and Script-based Big Data Analytics Workflows on Clouds},
      YEAR = {2015},
      BOOKTITLE = {Post-Proc. of the High Performance Computing Workshop 2014},
      VOLUME = {26},
      PAGES = {18--31},
      EDITOR = {Grandinetti, Lucio and Joubert, Gerhard and Kunze, Marcel and Pascucci, Valerio},
      SERIES = {Advances in Parallel Computing},
      ADDRESS = {Cetraro, Italy},
      PUBLISHER = {IOS Press},
      PDF = {http://gridlab.dimes.unical.it/pubadmin/../papers/pdf/ProgrammingVisualScript WorkflowsClouds.pdf},
      NOTE = {ISBN: 978-1-61499-582-1}
}

@InProceedings{HPCC2014,
      AUTHOR = {Altomare, Albino and Cesario, Eugenio and Comito, Carmela and Marozzo, Fabrizio and Talia, Domenico},
      TITLE = {Trajectory Pattern Mining over a Cloud-based Framework for Urban Computing},
      YEAR = {2014},
      MONTH = {20-22 August},
      BOOKTITLE = {Proc. of the 16th International Conference on High Performance Computing and Communications (HPCC 2014)},
      PAGES = {367-374},
      ADDRESS = {Paris, France},
      PUBLISHER = {IEEE},
      PDF = {http://gridlab.dimes.unical.it/pubadmin/../papers/pdf/TrajectoryPatternMining-HPCC14.pdf},
      NOTE = {ISBN 978-1-4799-6123-8}
}

@InProceedings{MarTalTruNesus2014,
      AUTHOR = {Marozzo, Fabrizio and Talia, Domenico and Trunfio, Paolo},
      TITLE = {A Workflow-oriented Language for Scalable Data Analytics},
      YEAR = {2014},
      MONTH = {August},
      BOOKTITLE = {Proc. of the First International Workshop on Sustainable Ultrascale Computing Systems (NESUS 2014)},
      PAGES = {7--12},
      ADDRESS = {Porto, Portugal},
      NOTE = {ISBN 978-84-617-2251-8},
      KEYWORDS = {Parallel Data Mining, Workflow}
}

@Article{ServiseSSJGridComputing,
      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.},
      TITLE = {ServiceSs: An Interoperable Programming Framework for the Cloud},
      YEAR = {2014},
      JOURNAL = {Journal of Grid Computing},
      VOLUME = {12},
      NUMBER = {1},
      PAGES = {67-91},
      PDF = {http://scalab.dimes.unical.it/pubadmin/../papers/pdf/ServiceSS-Interoperability.pdf},
      KEYWORDS = {Cloud, Workflow}
}

@InProceedings{MarTalTruWORKS13,
      AUTHOR = {Marozzo, Fabrizio and Talia, Domenico and Trunfio, Paolo},
      TITLE = {Scalable Script-based Data Analysis Workflows on Clouds},
      YEAR = {2013},
      MONTH = {November},
      BOOKTITLE = {Proc. of the 8th Workshop on Workflows in Support of Large-Scale Science (WORKS 2013)},
      PAGES = {124--133},
      ADDRESS = {Denver, CO, USA},
      PUBLISHER = {ACM Press},
      PDF = {http://gridlab.dimes.unical.it/pubadmin/../papers/pdf/Scalable Script-based Workflows on Clouds.pdf},
      NOTE = {ISBN 978-1-4503-2502-8}
}

@InProceedings{AgaCanGuzBCB13,
      AUTHOR = {Agapito, Giuseppe and Cannataro, Mario and Guzzi, Pietro Hiram and Marozzo, Fabrizio and Talia, Domenico and Trunfio, Paolo},
      TITLE = {Cloud4SNP: Distributed Analysis of SNP Microarray Data on the Cloud},
      YEAR = {2013},
      MONTH = {September},
      BOOKTITLE = {Proc. of the ACM Conference on Bioinformatics, Computational Biology and Biomedical Informatics 2013 (ACM BCB 2013)},
      PAGES = {468},
      ADDRESS = {Washington, DC, USA},
      PUBLISHER = {ACM Press},
      PDF = {http://gridlab.dimes.unical.it/pubadmin/../papers/pdf/Cloud4SNP.pdf},
      NOTE = {ISBN 978-1-4503-2434-2}
}

@InProceedings{MarTalTruHPC12,
      AUTHOR = {Marozzo, Fabrizio and Talia, Domenico and Trunfio, Paolo},
      TITLE = {A Cloud Framework for Big Data Analytics Workflows on Azure},
      YEAR = {2013},
      BOOKTITLE = {Post-Proc. of the High Performance Computing Workshop 2012},
      VOLUME = {23},
      PAGES = {182--191},
      EDITOR = {Catlett, Charlie and Gentzsch, Wolfgang and Grandinetti, Lucio and Joubert, Gerhard and Vazquez-Poletti, José Luis},
      SERIES = {Advances in Parallel Computing},
      ADDRESS = {Cetraro, Italy},
      PUBLISHER = {IOS Press},
      PDF = {http://gridlab.dimes.unical.it/pubadmin/../papers/pdf/CloudFrameworkBigDataAnalyticsWorkflowsAzure.pdf},
      NOTE = {ISBN 978-1-61499-321-6}
}

@InProceedings{AltCesComMarTalCloudCom2013,
      AUTHOR = {Altomare, Albino and Cesario, Eugenio and Comito, Carmela and Marozzo, Fabrizio and Talia, Domenico},
      TITLE = {Using Clouds for Smart City Applications},
      YEAR = {2013},
      BOOKTITLE = {Proc. of the 5th IEEE International Conference on Cloud Computing Technology and Science (CloudCom 2013)},
      PAGES = {234-237},
      ADDRESS = {Bristol, UK},
      PUBLISHER = {IEEE},
      PDF = {http://gridlab.dimes.unical.it/pubadmin/../papers/pdf/UsingClouds forSmartCityApplications.pdf}
}

@InProceedings{Mar-Tal-COMPSsAzure-Europar12,
      AUTHOR = {Marozzo, Fabrizio and Lordan, Francesc and Rafanell, Roger and Lezzi, Daniele and Talia, Domenico and Badia, RosaM.},
      TITLE = {Enabling cloud interoperability with COMPSs},
      YEAR = {2012},
      MONTH = {27-31 August},
      BOOKTITLE = {Proc. of the 18th International  European Conference on Parallel and Distributed (Europar 2012)},
      VOLUME = {7484},
      PAGES = {16-27},
      ADDRESS = {Rhodes Island, Greece},
      PUBLISHER = {Lecture Notes in Computer Science},
      URL = {http://dx.doi.org/10.1007/978-3-642-32820-6_4},
      PDF = {http://gridlab.dimes.unical.it/pubadmin/../papers/pdf/05-Europar12.pdf},
      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.},
      NOTE = {ISBN 978-3-642-32819-0}
}

@InProceedings{DBLP:conf/europar/MarozzoTT12,
      AUTHOR = {Marozzo, Fabrizio and Talia, Domenico and Trunfio, Paolo},
      TITLE = {Using Clouds for Scalable Knowledge Discovery Applications},
      YEAR = {2012},
      MONTH = {August},
      BOOKTITLE = {Euro-Par Workshops},
      VOLUME = {7640},
      PAGES = {220-227},
      SERIES = {Lecture Notes in Computer Science},
      ADDRESS = {Rhodes Island, Greece},
      CROSSREF = {DBLP:conf/europar/2012w},
      NOTE = {ISBN: 978-3-642-36949-0}
}

@Article{MarTalTruJCSS12,
      AUTHOR = {Marozzo, Fabrizio and Talia, Domenico and Trunfio, Paolo},
      TITLE = {P2P-MapReduce: Parallel data processing in dynamic Cloud environments},
      YEAR = {2012},
      JOURNAL = {Journal of Computer and System Sciences},
      VOLUME = {78},
      NUMBER = {5},
      PAGES = {1382--1402},
      PUBLISHER = {Elsevier Science},
      KEYWORDS = {Cloud, P2P-MapReduce, Peer-to-Peer}
}

@InProceedings{MarTalTruCloudCom2011,
      AUTHOR = {Marozzo, Fabrizio and Talia, Domenico and Trunfio, Paolo},
      TITLE = {A Cloud Framework for Parameter Sweeping Data Mining Applications},
      YEAR = {2011},
      MONTH = {1 December},
      BOOKTITLE = {Proc. of  the 3rd IEEE International Conference on Cloud Computing Technology and Science (CloudCom 2011)},
      PAGES = {367--374},
      ADDRESS = {Athens, Greece},
      PUBLISHER = {IEEE Computer Society Press},
      NOTE = {ISBN 978-0-7695-4622-3}
}

@InProceedings{MarTalTruPDP11,
      AUTHOR = {Marozzo, Fabrizio and Talia, Domenico and Trunfio, Paolo},
      TITLE = {A Framework for Managing MapReduce Applications in Dynamic Distributed Environments},
      YEAR = {2011},
      MONTH = {9-11 February},
      BOOKTITLE = {Proc. of the 19th Euromicro International Conference on Parallel, Distributed and Network-Based Computing (PDP 2011)},
      PAGES = {149--158},
      ADDRESS = {Ayia Napa, Cyprus},
      PUBLISHER = {IEEE Computer Society Press},
      NOTE = {ISBN 978-0-7695-4328-4}
}

@InCollection{MarTalTruCLOUD10,
      AUTHOR = {Marozzo, Fabrizio and Talia, Domenico and Trunfio, Paolo},
      TITLE = {A Peer-to-Peer Framework for Supporting MapReduce Applications in Dynamic Cloud Environments},
      YEAR = {2010},
      BOOKTITLE = {Cloud Computing: Principles, Systems and Applications},
      PAGES = {113--125},
      EDITOR = {Antonopoulos, Nick and Gillam, Lee},
      PUBLISHER = {Springer},
      CHAPTER = {7},
      NOTE = {ISBN 978-1-84996-240-7},
      KEYWORDS = {P2P}
}

@InProceedings{MarTalTruCCA08,
      AUTHOR = {Marozzo, Fabrizio and Talia, Domenico and Trunfio, Paolo},
      TITLE = {Adapting MapReduce for Dynamic Environments Using a Peer-to-Peer Model},
      YEAR = {2008},
      MONTH = {October},
      BOOKTITLE = {Proc. of the First Workshop on Cloud Computing and its Applications (CCA 2008)},
      ADDRESS = {Chicago, USA},
      PDF = {http://gridlab.dimes.unical.it/papers/pdf/CCA08.pdf},
      KEYWORDS = {Cloud computing, MapReduce, P2P, P2P-MapReduce, Peer-to-Peer}
}