Eliana Pastor

ERC sectors

SDG

• Collegio di Ingegneria Gestionale e della Produzione. Componente
• Collegio di Ingegneria Informatica, del Cinema e Meccatronica. Componente

PhD

• Data mining concepts and algorithms. A.A. 2023/24, INGEGNERIA INFORMATICA E DEI SISTEMI. Main teacher

Master of Science

• Explainable and trustworthy AI. A.A. 2025/26, INGEGNERIA INFORMATICA (COMPUTER ENGINEERING). Titolare del corso
• Business intelligence per big data. A.A. 2025/26, INGEGNERIA MATEMATICA. Titolare del corso
• Challenge@PoliTo by Firms - Stellantis. A.A. 2025/26, INGEGNERIA GESTIONALE (ENGINEERING AND MANAGEMENT). Titolare del corso
• Explainable and trustworthy AI. A.A. 2024/25, INGEGNERIA INFORMATICA (COMPUTER ENGINEERING). Titolare del corso
• Business intelligence per big data. A.A. 2024/25, INGEGNERIA GESTIONALE. Titolare del corso
• Explainable and trustworthy AI. A.A. 2023/24, INGEGNERIA INFORMATICA (COMPUTER ENGINEERING). Titolare del corso
• Business intelligence per big data. A.A. 2023/24, INGEGNERIA GESTIONALE. Titolare del corso
• Data science lab: process and methods. A.A. 2023/24, DATA SCIENCE AND ENGINEERING. Collaboratore del corso
• Business intelligence per big data. A.A. 2022/23, INGEGNERIA GESTIONALE. Collaboratore del corso
• Data Science and Database Technology. A.A. 2022/23, INGEGNERIA INFORMATICA (COMPUTER ENGINEERING). Collaboratore del corso
• Data Science e Tecnologie per le Basi di Dati. A.A. 2022/23, INGEGNERIA INFORMATICA (COMPUTER ENGINEERING). Collaboratore del corso
• Data Science e Tecnologie per le Basi di Dati. A.A. 2022/23, INGEGNERIA INFORMATICA (COMPUTER ENGINEERING). Collaboratore del corso
• Data science lab: process and methods. A.A. 2022/23, DATA SCIENCE AND ENGINEERING. Collaboratore del corso
• Transport systems and data analytics/Transport planning (modulo di Transport systems and data analytics). A.A. 2022/23, INGEGNERIA CIVILE. Collaboratore del corso
• Data Science and Database Technology. A.A. 2021/22, INGEGNERIA INFORMATICA (COMPUTER ENGINEERING). Collaboratore del corso
• Data science lab: process and methods. A.A. 2021/22, DATA SCIENCE AND ENGINEERING. Collaboratore del corso
• Data management and visualization. A.A. 2021/22, DATA SCIENCE AND ENGINEERING. Collaboratore del corso
• Data Science and Database Technology. A.A. 2020/21, INGEGNERIA INFORMATICA (COMPUTER ENGINEERING). Collaboratore del corso
• Data management and visualization. A.A. 2020/21, DATA SCIENCE AND ENGINEERING. Collaboratore del corso

Bachelor of Science

• Dati, algoritmi e le frontiere dell'informatica - Intraprendenti. A.A. 2023/24, INGEGNERIA AEROSPAZIALE. Collaboratore del corso
• Dati, algoritmi e le frontiere dell'informatica - Intraprendenti. A.A. 2022/23, INGEGNERIA AEROSPAZIALE. Collaboratore del corso

• DBDM - Database and Data Mining Group (DAUIN)

Projects funded by commercial contracts

• Root Cause Analysis in Mechatronic Systems via Pattern Recognition and Causal AI, (2024-2025) - Responsabile Scientifico
  Commercial Research

• Eleonora Poeta. Programme in Ingegneria Informatica E Dei Sistemi (39^th cycle, 2023-in progress)
  Research subject: Safe and Trustworthy AI
  
  Data science, Computer vision and AI
  Data science, Computer vision and AI
  Data science, Computer vision and AI
• Alkis Koudounas. Programme in Ingegneria Informatica E Dei Sistemi (38^th cycle, 2022-2026)
  Thesis: Toward Robust, Responsible and Trustworthy Speech Foundation Models
  
  Data science, Computer vision and AI
  Data science, Computer vision and AI

• Poeta, Eleonora; Vargas, Luisa; Falcetta, Daniele; Marciano', Vincenzo; Pastor, Eliana; ... (2026)
  Divergence-Aware Training with Automatic Subgroup Mitigation for Breast Tumor Segmentation. In: Second Deep Breast Workshop, Deep-Breath 2025, Held in Conjunction with MICCAI 2025 (28th International Conference on Medical Image Computing and Computer Assisted Intervention), Daejeon (KOR), September 23rd -27th, 2025, pp. 52-62. ISSN 1611-3349. ISBN: 978-3-032-05559-0
  Contributo in Atti di Convegno (Proceeding)
• Pastor, Eliana; Poeta, Eleonora; Panisson, André; Perotti, Alan; Ciravegna, Gabriele (2025)
  Beyond Input Attribution: A Hands-On Tutorial to Concept-Based Explainable AI and Mechanistic Interpretability. In: 31st ACM SIGKDD Conference on Knowledge Discovery and Data Mining, Toronto ON (CAN), August 3 - 7, 2025, pp. 6247-6248. ISBN: 979-8-4007-1454-2
  Contributo in Atti di Convegno (Proceeding)
• Rege Cambrin, Daniele; Poeta, Eleonora; Pastor, Eliana; Corley, Isaac; Cerquitelli, ... (2025)
  HydroChronos: Forecasting Decades of Surface Water Change. In: 33rd ACM International Conference on Advances in Geographic Information Systems, Minneapolis (USA), November 3 - 6, 2025, pp. 265-276. ISBN: 979-8-4007-2086-4
  Contributo in Atti di Convegno (Proceeding)
• Poeta, Eleonora; Ciravegna, Gabriele; Pastor, Eliana; Cerquitelli, Tania; Baralis, Elena (2025)
  Concept-based Explainable Artificial Intelligence: A Survey. In: ACM COMPUTING SURVEYS. ISSN 0360-0300
  Contributo su Rivista
• Giobergia, Flavio; Pastor, Eliana; De Alfaro, Luca; Baralis, Elena (2025)
  Detecting Interpretable Subgroup Drifts. In: 31st ACM SIGKDD Conference on Knowledge Discovery and Data Mining, KDD 2025, Toronto ON (CAN), August 3 - 7, 2025, pp. 366-377. ISBN: 979-8-4007-1245-6
  Contributo in Atti di Convegno (Proceeding)