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  1. Article

    Open Access

    Block size estimation for data partitioning in HPC applications using machine learning techniques

    The extensive use of HPC infrastructures and frameworks for running data-intensive applications has led to a growing interest in data partitioning techniques and strategies. In fact, application performance ca...

    Riccardo Cantini, Fabrizio Marozzo, Alessio Orsino, Domenico Talia in Journal of Big Data (2024)

  2. No Access

    Chapter

    Evaluating the Performance of a Multimodal Speaker Tracking System at the Edge-to-Cloud Continuum

    The edge-to-cloud compute continuum has become increasingly popular in recent years for effectively collecting and analyzing data generated by Internet of Things (IoT) devices at the network edge, ensuring low...

    Alessio Orsino, Riccardo Cantini, Fabrizio Marozzo in Device-Edge-Cloud Continuum (2024)

  3. No Access

    Chapter

    Deep Learning Meets Smart Agriculture: Using LSTM Networks to Handle Anomalous and Missing Sensor Data in the Compute Continuum

    In the era of the Internet of Things (IoT), conventional cloud-based solutions struggle to handle the huge amount, high velocity, and heterogeneity of data generated at the network edge. In this context, the e...

    Riccardo Cantini, Fabrizio Marozzo, Alessio Orsino in Device-Edge-Cloud Continuum (2024)

  4. Article

    Open Access

    Programming big data analysis: principles and solutions

    In the age of the Internet of Things and social media platforms, huge amounts of digital data are generated by and collected from many sources, including sensors, mobile devices, wearable trackers and security...

    Loris Belcastro, Riccardo Cantini, Fabrizio Marozzo, Alessio Orsino in Journal of Big Data (2022)

  5. Article

    Open Access

    Using social media for sub-event detection during disasters

    Social media platforms have become fundamental tools for sharing information during natural disasters or catastrophic events. This paper presents SEDOM-DD (Sub-Events Detection on sOcial Media During Disasters...

    Loris Belcastro, Fabrizio Marozzo, Domenico Talia, Paolo Trunfio in Journal of Big Data (2021)

  6. No Access

    Chapter

    Big Data Analysis on Clouds

    The huge amount of data generated, the speed at which it is produced, and its heterogeneity in terms of format, represent a challenge to the current storage, process and analysis capabilities. Those data volum...

    Loris Belcastro, Fabrizio Marozzo, Domenico Talia in Handbook of Big Data Technologies (2017)