Resume
Academic Achievements
- Published multiple papers on topics such as:
- - Analysis of respiratory muscles density in different age groups
- - Counterfactual inference using ordinary differential equations to assess the effect of physical activity on type 2 diabetes onset
- - A probabilistic scaling approach to conformal predictions in binary image classification
- - Advancements on IoT and AI applied to Pneumology
- - Conformal predictions for probabilistically robust scalable machine learning classification
- - Ensuring safe social navigation via explainable probabilistic and conformal safety regions
- - Estimation and conformity evaluation of multi-class counterfactual explanations for chronic disease prevention
- - Explainable artificial intelligence for cough-related quality of life impairment prediction in asthmatic patients
- - Exploring prediabetes pathways using explainable AI on data from electronic medical records
- - Multi-class counterfactual explanations using support vector data description
- - Rule-based out-of-distribution detection
- - CONFIDERAI: CONFormal Interpretable-by-Design score function for Explainable and Reliable Artificial Intelligence
- - Characterization of synthetic health data using rule-based artificial intelligence models
- - Dual-view single-shot multibox detector at urban intersections: settings and performance evaluation
- - Towards a digital twin for personalized diabetes prevention: the PRAESIIDIUM project
- - Trustworthy artificial intelligence classification-based equivalent bandwidth control
- - Weighted mutual information for out-of-distribution detection
Research Experience
- Conducted research in multiple areas, including but not limited to:
- - Analysis of respiratory muscle density
- - The effect of physical activity on the onset of type 2 diabetes
- - Advancements in IoT and AI applied to Pneumology
- - Explainable artificial intelligence for predicting cough-related quality of life impairment in asthmatic patients
- - Exploring prediabetes pathways using explainable AI on data from electronic medical records
- - Trustworthy artificial intelligence classification-based equivalent bandwidth control
Background
- Affiliated with the Institute of Electronics and Information Engineering and Telecommunications (IEIIT) of the National Research Council of Italy.