Location: VIA G. CARUSO, 16, 56122 PISA
Email: fabrizio.ruffini@unipi.it
Profile
Teaching
Incarichi di co-docenza in moduli/insegnamenti
- Fundamentals Of Data Mining and Machine Learning (Modulo dell'insegnamento Data Mining and Machine Learning Cod. 878II) per Laurea Magistrale in Artificial intelligence and data engineering
- Fundamentals Of Data Mining and Machine Learning (Modulo dell'insegnamento Data Mining and Machine Learning Cod. 878II) per Laurea Magistrale in Artificial intelligence and data engineering
- Intelligent Systems (Cod. 595II) per Laurea Magistrale in Computer engineering
- Fundamentals Of Data Mining and Machine Learning (Modulo dell'insegnamento Data Mining and Machine Learning Cod. 878II) per Laurea Magistrale in Artificial intelligence and data engineering
- Artificial Intelligence For Cybersecurity (Cod. 931II) per Laurea Magistrale in Cybersecurity
Student consultation hours
Mode of office hours:
Ricevimento studenti: martedi h. 11-13.
Tutorato studenti: lunedi h. 16-18.
Si invitano gli studenti a inviare una mail a fabrizio.ruffini@ing.unipi.it per concordare obiettivo incontro, orario e luogo
Research
Publications
- An Explainable Histopathological Nuclei Classification System Based on Fuzzy Decision Trees (Ducange, Pietro; Gholizade, Masoume; Marcelloni, Francesco; Miglionico, Giustino Claudio; Ruffini, Fabrizio - 2026 - 4.1 Contributo in Atti di convegno)
- Federated SHAP: Privacy-Preserving and Consistent Post-hoc Explainability in Federated Learning (Ducange, Pietro; Marcelloni, Francesco; Miglionico, Giustino Claudio; Renda, Alessandro; Ruffini, Fabrizio - 2026 - 1.1 Articolo in rivista)
- Fuzzy Decision Trees for Explainable Brain Tumor Classification: A Comparative Study with Deep Neural Networks and Classical Binary Decision Trees (Ducange, Pietro; Fazzolari, Michela; Marcelloni, Francesco; Miglionico, Giustino Claudio; Ruffini, Fabrizio - 2026 - 1.1 Articolo in rivista)
- An Explainable Histopathological Nuclei Classification System Based on Fuzzy Decision Trees (Ducange, Pietro; Gholizade, Masoume; Marcelloni, Francesco; Miglionico, Giustino Claudio; Ruffini, Fabrizio - 2025 - 4.1 Contributo in Atti di convegno)
- Fundamentals on explainable and interpretable artificial intelligence models (Ducange, Pietro; Marcelloni, Francesco; Renda, Alessandro; Ruffini, Fabrizio - 2025 - 2.1 Contributo in volume (Capitolo o Saggio))
- An Explainable Brain Tumor Classification System based on Fuzzy Decision Trees (Ducange, Pietro; Fazzolari, Michela; Marcelloni, Francesco; Miglionico, Giustino Claudio; Ruffini, Fabrizio - 2025 - 4.1 Contributo in Atti di convegno)
- Artificial Intelligence in Crime Prediction: A Survey With a Focus on Explainability (Ersöz, Filiz; Ersöz, Taner; Marcelloni, Francesco; Ruffini, Fabrizio - 2025 - 1.1 Articolo in rivista)
- On Predicting Spare Parts for Field Services by Leveraging Fault Description and Historical Repairing Data (Schiavo, Alessio; Marcelloni, Francesco; Ducange, Pietro; Renda, Alessandro; Ruffini, Fabrizio; Dani, Renzo - 2024 - 1.1 Articolo in rivista)
- Consistent Post-Hoc Explainability in Federated Learning through Federated Fuzzy Clustering (Marcelloni, Francesco; Ducange, Pietro; Renda, Alessandro; Ruffini, Fabrizio - 2024 - 4.1 Contributo in Atti di convegno)
- Federated Learning of XAI models in healthcare: a case study on Parkinson's Disease (Ducange, Pietro; Marcelloni, Francesco; Renda, Alessandro; Ruffini, Fabrizio - 2024 - 1.1 Articolo in rivista)
- Experimental Assessment of Heterogeneous Fuzzy Regression Trees (Bárcena, José; Ducange, Pietro; Gallo, Riccardo; Marcelloni, Francesco; Renda, Alessandro; Ruffini, Fabrizio - 2023 - 4.1 Contributo in Atti di convegno)
- Federated TSK Models for Predicting Quality of Experience in B5G/6G Networks (Corcuera Bárcena, José Luis; Ducange, Pietro; Marcelloni, Francesco; Renda, Alessandro; Ruffini, Fabrizio; Schiavo, Alessio - 2023 - 4.1 Contributo in Atti di convegno)
- Federated Learning of Explainable Artificial Intelligence Models for Predicting Parkinson’s Disease Progression (Corcuera Barcena, J. L.; Ducange, P.; Marcelloni, F.; Renda, A.; Ruffini, F. - 2023 - 4.1 Contributo in Atti di convegno)
- Enabling federated learning of explainable AI models within beyond-5G/6G networks (Corcuera Bárcena, José Luis; Ducange, Pietro; Marcelloni, Francesco; Nardini, Giovanni; Noferi, Alessandro; Renda, Alessandro; Ruffini, Fabrizio; Schiavo, Alessio; Stea, Giovanni; Virdis, Antonio - 2023 - 1.1 Articolo in rivista)
- Hoeffding Regression Trees for Forecasting Quality of Experience in B5G/6G Networks (CORCUERA BÁRCENA, JOSÉ LUIS; Ducange, Pietro; Marcelloni, Francesco; Renda, Alessandro; Ruffini, Fabrizio - 2022 - 4.1 Contributo in Atti di convegno)