Fabio Giampaolo

55 papers A 1B 3C 3Journal 36Unranked 12

Year	Rank	Type	Title / Venue / Authors
2026	J	`jnl`	MAKES-QA: A multi-agent framework for knowledge graph construction and enrichment over scientific literature for question answering. Expert Syst. Appl. Anna Borrelli, Valentina De Angelis, Stefano Izzo, Fabio Giampaolo, Francesco Piccialli
2026	J	`jnl`	Towards one-shot federated learning: Advances, challenges, and future directions. Neurocomputing Flora Amato, Lingyu Qiu, Muhammad Tanveer, Salvatore Cuomo, Daniela Annunziata, Fabio Giampaolo, Francesco Piccialli
2025	—	`conf`	Deciphering One-Shot Federated Learning: The Pivotal Role of Pretrained Models. FedEdge-AI@MobiCom Lingyu Qiu, Daniela Annunziata, Fabio Giampaolo, Francesco Piccialli
2025	B	`conf`	FedSDE: Self-Distillation with Diffusion Enhanced for One-shot Federated Learning. IEEE Big Data Lingyu Qiu, Daniela Annunziata, Fabio Giampaolo, Francesco Piccialli
2025	J	`jnl`	Towards One-shot Federated Learning: Advances, Challenges, and Future Directions. CoRR Flora Amato, Lingyu Qiu, Mohammad Tanveer, Salvatore Cuomo, Fabio Giampaolo, Francesco Piccialli
2024	C	`conf`	FLOWS: Federated Learning Optimization With Sinkhorn. ISCC Diletta Chiaro, Fabio Giampaolo, Sara Amitrano, Francesco Piccialli
2024	—	`conf`	KAFÈ: Kernel Aggregation for FEderated. ECML/PKDD (4) Pian Qi, Diletta Chiaro, Fabio Giampaolo, Francesco Piccialli
2024	—	`conf`	Leveraging Digital Twins and Generative AI for Effective Urban Mobility Management. CyberSciTech Marzia Canzaniello, Sara Amitrano, Edoardo Prezioso, Fabio Giampaolo, Salvatore Cuomo, Francesco Piccialli
2024	J	`jnl`	Predictive maintenance for offshore oil wells by means of deep learning features extraction. Expert Syst. J. Knowl. Eng. Federico Gatta, Fabio Giampaolo, Diletta Chiaro, Francesco Piccialli
2024	—	`conf`	SHELOB-FFL: addressing Systems HEterogeneity with LOcally Backpropagated Forward-Forward Learning. ICDCSW Stefano Izzo, Fabio Giampaolo, Diletta Chiaro, Francesco Piccialli
2024	J	`jnl`	Synthetic and privacy-preserving traffic trace generation using generative AI models for training Network Intrusion Detection Systems. J. Netw. Comput. Appl. Giuseppe Aceto, Fabio Giampaolo, Ciro Guida, Stefano Izzo, Antonio Pescapè, Francesco Piccialli, Edoardo Prezioso
2023	—	`conf`	A Privacy Preserving Service-Oriented Approach for Data Anonymization Through Deep Learning. DASC/PiCom/CBDCom/CyberSciTech Fabio Giampaolo, Stefano Izzo, Edoardo Prezioso, Diletta Chiaro, Salvatore Cuomo, Valerio Bellandi, Francesco Piccialli
2023	J	`jnl`	A blockchain-based secure Internet of medical things framework for stress detection. Inf. Sci. Pian Qi, Diletta Chiaro, Fabio Giampaolo, Francesco Piccialli
2023	C	`conf`	Coupling constrained-based flux sampling and clustering to tackle cancer metabolic heterogeneity. PDP Bruno G. Galuzzi, Stefano Izzo, Fabio Giampaolo, Salvatore Cuomo, Marco Vanoni, Lilia Alberghina, Chiara Damiani, Francesco Piccialli
2023	J	`jnl`	ENCODE - Ensemble neural combination for optimal dimensionality encoding in time-series forecasting. Inf. Fusion Fabio Giampaolo, Federico Gatta, Edoardo Prezioso, Salvatore Cuomo, MengChu Zhou, Giancarlo Fortino, Francesco Piccialli
2023	J	`jnl`	FL-Enhance: A federated learning framework for balancing non-IID data with augmented and shared compressed samples. Inf. Fusion Diletta Chiaro, Edoardo Prezioso, Michele Ianni, Fabio Giampaolo
2023	—	`conf`	Graph Neural Networks in Emergency Management: A Case Study on Fire Call Assignment. DASC/PiCom/CBDCom/CyberSciTech Stefano Izzo, Marzia Canzaniello, Martina Savoia, Fabio Giampaolo, Francesco Piccialli
2023	J	`jnl`	Guest Editorial: Scientific and Physics-Informed Machine Learning for Industrial Applications. IEEE Trans. Ind. Informatics Francesco Piccialli, Fabio Giampaolo, David Camacho, Gang Mei
2023	J	`jnl`	Insight Extraction From E-Health Bookings by Means of Hypergraph and Machine Learning. IEEE J. Biomed. Health Informatics Vincenzo Schiano Di Cola, Diletta Chiaro, Edoardo Prezioso, Stefano Izzo, Fabio Giampaolo
2023	—	`conf`	Integrating Object Detection and Advanced Analytics for Smart City Crowd Management. ICNSC Edoardo Prezioso, Fabio Giampaolo, Stefano Izzo, Martina Savoia, Francesco Piccialli
2023	B	`conf`	Investigating Random Variations of the Forward-Forward Algorithm for Training Neural Networks. IJCNN Fabio Giampaolo, Stefano Izzo, Edoardo Prezioso, Francesco Piccialli
2023	J	`jnl`	Machine Learning Insights for Behavioral Data Analysis Supporting the Autonomous Vehicles Scenario. IEEE Internet Things J. Edoardo Prezioso, Fabio Giampaolo, Carlo Mazzocca, Armir Bujari, Valeria Mele, Flora Amato
2023	C	`conf`	Modelling the COVID-19 infection rate through a Physics-Informed learning approach. PDP Mariapia De Rosa, Fabio Giampaolo, Francesco Piccialli, Salvatore Cuomo
2023	A	`conf`	Real-Time Anonymization of Sensitive Personal Data Using a Service-Based Architecture. ICWS Fabio Giampaolo, Stefano Izzo, Stefano Siccardi, Antongiacomo Polimeno, Valerio Bellandi, Francesco Piccialli
2023	J	`jnl`	Solving groundwater flow equation using physics-informed neural networks. Comput. Math. Appl. Salvatore Cuomo, Mariapia De Rosa, Fabio Giampaolo, Stefano Izzo, Vincenzo Schiano Di Cola
2023	J	`jnl`	Statistical arbitrage in the stock markets by the means of multiple time horizons clustering. Neural Comput. Appl. Federico Gatta, Carmela Iorio, Diletta Chiaro, Fabio Giampaolo, Salvatore Cuomo
2023	B	`conf`	Unsupervised Learning for Depth Estimation in Unstructured Environments. IEEE Big Data Pian Qi, Fabio Giampaolo, Edoardo Prezioso, Francesco Piccialli
2022	—	`conf`	A Generative Adversarial Network Approach for Noise and Artifacts Reduction in MRI Head and Neck Imaging. PPAM (2) Salvatore Cuomo, Francesco Fato, Lorenzo Ugga, Gaia Spadarella, Renato Cuocolo, Fabio Giampaolo, Francesco Piccialli
2022	—	`conf`	A machine learning-based approach for mercury detection in marine waters. ICDM (Workshops) Francesco Piccialli, Fabio Giampaolo, Vincenzo Schiano Di Cola, Federico Gatta, Diletta Chiaro, Edoardo Prezioso, Stefano Izzo, Salvatore Cuomo
2022	J	`jnl`	A physics-informed learning approach to Bernoulli-type free boundary problems. Comput. Math. Appl. Salvatore Cuomo, Fabio Giampaolo, Stefano Izzo, Carlo Nitsch, Francesco Piccialli, Cristina Trombetti
2022	J	`jnl`	An unsupervised learning framework for marketneutral portfolio. Expert Syst. Appl. Salvatore Cuomo, Federico Gatta, Fabio Giampaolo, Carmela Iorio, Francesco Piccialli
2022	J	`jnl`	Classification of urban functional zones through deep learning. Neural Comput. Appl. Stefano Izzo, Edoardo Prezioso, Fabio Giampaolo, Valeria Mele, Vittorio Di Somma, Gang Mei
2022	—	`conf`	Cut the peaches: image segmentation for utility pattern mining in food processing. ICDM (Workshops) Diletta Chiaro, Edoardo Prezioso, Stefano Izzo, Fabio Giampaolo, Salvatore Cuomo, Francesco Piccialli
2022	J	`jnl`	Explainable framework for Glaucoma diagnosis by image processing and convolutional neural network synergy: Analysis with doctor evaluation. Future Gener. Comput. Syst. Omer Deperlioglu, Utku Kose, Deepak Gupta, Ashish Khanna, Fabio Giampaolo, Giancarlo Fortino
2022	J	`jnl`	GRaNN: feature selection with golden ratio-aided neural network for emotion, gender and speaker identification from voice signals. Neural Comput. Appl. Avishek Garain, Biswarup Ray, Fabio Giampaolo, Juan D. Velásquez, Pawan Kumar Singh, Ram Sarkar
2022	J	`jnl`	Neural networks generative models for time series. J. King Saud Univ. Comput. Inf. Sci. Federico Gatta, Fabio Giampaolo, Edoardo Prezioso, Gang Mei, Salvatore Cuomo, Francesco Piccialli
2022	J	`jnl`	Physics-informed neural networks approach for 1D and 2D Gray-Scott systems. Adv. Model. Simul. Eng. Sci. Fabio Giampaolo, Mariapia De Rosa, Pian Qi, Stefano Izzo, Salvatore Cuomo
2022	J	`jnl`	Predictive Medicine for Salivary Gland Tumours Identification Through Deep Learning. IEEE J. Biomed. Health Informatics Edoardo Prezioso, Stefano Izzo, Fabio Giampaolo, Francesco Piccialli, Giovanni Dell'Aversana Orabona, Renato Cuocolo, Vincenzo Abbate, Lorenzo Ugga, L. Califano
2022	J	`jnl`	Scientific Machine Learning Through Physics-Informed Neural Networks: Where we are and What's Next. J. Sci. Comput. Salvatore Cuomo, Vincenzo Schiano Di Cola, Fabio Giampaolo, Gianluigi Rozza, Maziar Raissi, Francesco Piccialli
2022	J	`jnl`	Scientific Machine Learning through Physics-Informed Neural Networks: Where we are and What's next. CoRR Salvatore Cuomo, Vincenzo Schiano Di Cola, Fabio Giampaolo, Gianluigi Rozza, Maziar Raissi, Francesco Piccialli
2022	—	`conf`	The BIOCHIP project: A Deep Learning approach for multiwell segmentation. DASC/PiCom/CBDCom/CyberSciTech Martina Savoia, Diletta Chiaro, Fabio Giampaolo, Salvatore Cuomo, Francesco Piccialli
2021	J	`jnl`	A robust ensemble technique in forecasting workload of local healthcare departments. Neurocomputing Francesco Piccialli, Fabio Giampaolo, Alessandro Salvi, Salvatore Cuomo
2021	J	`jnl`	A survey on deep learning in medicine: Why, how and when? Inf. Fusion Francesco Piccialli, Vittorio Di Somma, Fabio Giampaolo, Salvatore Cuomo, Giancarlo Fortino
2021	J	`jnl`	Artificial intelligence and healthcare: Forecasting of medical bookings through multi-source time-series fusion. Inf. Fusion Francesco Piccialli, Fabio Giampaolo, Edoardo Prezioso, David Camacho, Giovanni Acampora
2021	J	`jnl`	Deep Learning for the Approximation of a Shape Functional. CoRR Francesco Calabrò, Salvatore Cuomo, Fabio Giampaolo, Stefano Izzo, Carlo Nitsch, Francesco Piccialli, Cristina Trombetti
2021	J	`jnl`	Detection of COVID-19 from CT scan images: A spiking neural network-based approach. Neural Comput. Appl. Avishek Garain, Arpan Basu, Fabio Giampaolo, Juan D. Velásquez, Ram Sarkar
2021	J	`jnl`	Predictive Analytics for Smart Parking: A Deep Learning Approach in Forecasting of IoT Data. ACM Trans. Internet Techn. Francesco Piccialli, Fabio Giampaolo, Edoardo Prezioso, Danilo Crisci, Salvatore Cuomo
2021	J	`jnl`	The Role of Artificial Intelligence in Fighting the COVID-19 Pandemic. Inf. Syst. Frontiers Francesco Piccialli, Vincenzo Schiano Di Cola, Fabio Giampaolo, Salvatore Cuomo
2020	J	`jnl`	A Deep Learning approach for Path Prediction in a Location-based IoT system. Pervasive Mob. Comput. Francesco Piccialli, Fabio Giampaolo, Giampaolo Casolla, Vincenzo Schiano Di Cola, Kenli Li
2020	J	`jnl`	Decision Making in IoT Environment through Unsupervised Learning. IEEE Intell. Syst. Francesco Piccialli, Giampaolo Casolla, Salvatore Cuomo, Fabio Giampaolo, Vincenzo Schiano Di Cola
2020	J	`jnl`	Designing an efficient parallel spectral clustering algorithm on multi-core processors in Julia. J. Parallel Distributed Comput. Zenan Huo, Gang Mei, Giampaolo Casolla, Fabio Giampaolo
2020	J	`jnl`	Path prediction in IoT systems through Markov Chain algorithm. Future Gener. Comput. Syst. Francesco Piccialli, Salvatore Cuomo, Fabio Giampaolo, Giampaolo Casolla, Vincenzo Schiano Di Cola
2020	J	`jnl`	Trust management and evaluation for edge intelligence in the Internet of Things. Eng. Appl. Artif. Intell. Kashif Naseer Qureshi, Abeer Iftikhar, Shahid Nazeer Bhatti, Francesco Piccialli, Fabio Giampaolo, Gwanggil Jeon
2020	J	`jnl`	Unsupervised learning on multimedia data: a Cultural Heritage case study. Multim. Tools Appl. Francesco Piccialli, Giampaolo Casolla, Salvatore Cuomo, Fabio Giampaolo, Edoardo Prezioso, Vincenzo Schiano Di Cola
2019	—	`conf`	A Travelling Wave Solution for Nonlinear Colloid Facilitated Mass Transport in Porous Media. NUMTA(1) Salvatore Cuomo, Fabio Giampaolo, Gerardo Severino