Ph.D. candidate in Ingegneria Informatica E Dei Sistemi , 37th cycle (2021-2024)
Department of Control and Computer Engineering (DAUIN)
Docente esterno e/o collaboratore didattico
Department of Control and Computer Engineering (DAUIN)
Profile
PhD
Research topic
theory-based machine learning strategies, graph neural networks, machine learning
Tutors
Research presentation
Research interests
Biography
Simone is a PhD student at the Department of Control and Computer Engineering. He obtained the Master’s degree jointly at Politecnico di Torino and Université Paris-Saclay (Paris Sud) on Physics of Complex Systems. He is currently working on Graph and Convolutional neural network applications to different domains. His research interest relates to theory-based machine learning strategies, i.e. the integration of data-agnostic prior knowledge to deep learning models to enhance their predictions.
Awards and Honors
Teaching
Teachings
Master of Science
- Data management and visualization. A.A. 2024/25, DATA SCIENCE AND ENGINEERING. Collaboratore del corso
- Challenge@PoliTo by Students PoliTO - Living with natural risks. A.A. 2023/24, INGEGNERIA GESTIONALE (ENGINEERING AND MANAGEMENT). Collaboratore del corso
- Big data: architectures and data analytics. A.A. 2023/24, INGEGNERIA INFORMATICA (COMPUTER ENGINEERING). Collaboratore del corso
- Data management and visualization. A.A. 2023/24, DATA SCIENCE AND ENGINEERING. Collaboratore del corso
- Challenge@PoliTo by Firms - Enertech. A.A. 2022/23, INGEGNERIA GESTIONALE (ENGINEERING AND MANAGEMENT). Collaboratore del corso
- Big data: architectures and data analytics. A.A. 2022/23, INGEGNERIA INFORMATICA (COMPUTER ENGINEERING). Collaboratore del corso
- Data management and visualization. A.A. 2022/23, DATA SCIENCE AND ENGINEERING. Collaboratore del corso
- Data management and visualization. A.A. 2021/22, DATA SCIENCE AND ENGINEERING. Collaboratore del corso
Bachelor of Science
- Introduction to databases. A.A. 2021/22, INGEGNERIA INFORMATICA (COMPUTER ENGINEERING). Collaboratore del corso
Research
Research groups
Publications
PoliTO co-authors
Latest publications View all publications in Porto@Iris
- Fassio, Simone; Monaco, Simone; Apiletti, Daniele (In stampa)
Deep Probability Segmentation: Are segmentation models probability estimators?. In: The 18th IEEE International Conference on Application of Information and Communication Technologies (AICT), Torino (ITA), 25-27 September 2024
Contributo in Atti di Convegno (Proceeding) - Monaco, Simone; Petrosino, Lorenzo; Xinaris, Christodoulos; Apiletti, Daniele (In stampa)
Tandem: a Confidence-based Approach for Precise Medical Image Segmentation. In: 2024 ACM SIGKDD International Conference on Knowledge Discovery and Data Mining Workshops, Barcelona (ESP), August 25, 2024 - August 29, 2024
Contributo in Atti di Convegno (Proceeding) - Monaco, Simone; Bussola, Nicole; Buttò, Sara; Sona, Diego; Giobergia, Flavio; Jurman, ... (2024)
AI models for automated segmentation of engineered polycystic kidney tubules. In: SCIENTIFIC REPORTS, vol. 14. ISSN 2045-2322
Contributo su Rivista - Monaco, Simone; Monaco, Luca; Apiletti, Daniele (2024)
Uncertainty-aware segmentation for rainfall prediction post processing. In: 2024 ACM SIGKDD International Conference on Knowledge Discovery and Data Mining Workshops, Barcellona, August 25, 2024 - August 29, 2024
Contributo in Atti di Convegno (Proceeding) - Koudounas, Alkis; Giobergia, Flavio; Benedetto, Irene; Monaco, Simone; Cagliero, Luca; ... (2023)
baρtti at GeoLingIt: Beyond Boundaries, Enhancing Geolocation Prediction and Dialect Classification on Social Media in Italy. In: EVALITA 2023, Parma (ITA), September 7th - 8th, 2023. ISSN 1613-0073
Contributo in Atti di Convegno (Proceeding)