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. 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
• Data Science and Database Technology. A.A. 2019/20, INGEGNERIA INFORMATICA (COMPUTER ENGINEERING). Collaboratore del corso
• Data management and visualization. A.A. 2019/20, 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-in progress)
  Research subject: Explainable AI for spoken language understanding
  
  Data science, Computer vision and AI
  Data science, Computer vision and AI

• Cheng, Shu-Ling; Yeh, Chin-Yuan; Chen, Ting-An; Pastor, Eliana; Chen, Ming-Syan (2024)
  FedGCR: Achieving Performance and Fairness for Federated Learning with Distinct Client Types via Group Customization and Reweighting. In: Thirty-Eighth AAAI Conference on Artificial Intelligence Thirty-Sixth Conference on Innovative Applications of Artificial Intelligence, Vancouver (CAN), February 20–27, 2024, pp. 11498-11506. ISSN 2374-3468. ISBN: 978-1-57735-887-9
  Contributo in Atti di Convegno (Proceeding)
• Pastor, Eliana; Bonchi, Francesco (2024)
  Intersectional fair ranking via subgroup divergence. In: DATA MINING AND KNOWLEDGE DISCOVERY, vol. 38, pp. 2186-2222. ISSN 1384-5810
  Contributo su Rivista
• Koudounas, Alkis; Giobergia, Flavio; Pastor, Eliana; Baralis, Elena (2024)
  A Contrastive Learning Approach to Mitigate Bias in Speech Models. In: Interspeech 2024, Kos (GRC), 1-5 September 2024, pp. 827-831
  Contributo in Atti di Convegno (Proceeding)
• Koudounas, Alkis; Pastor, Eliana; Baralis, Elena (2024)
  Assessing Speech Model Performance: A Subgroup Perspective. In: SEBD 2024: 32nd Symposium on Advanced Database System, Villasimius, Sardinia (IT), 23-26 June, 2024, pp. 101-111
  Contributo in Atti di Convegno (Proceeding)
• Pastor, Eliana; Koudounas, Alkis; Attanasio, Giuseppe; Hovy, Dirk; Baralis, Elena (2024)
  Explaining Speech Classification Models via Word-Level Audio Segments and Paralinguistic Features. In: 18th Conference of the European Chapter of the Association for Computational Linguistics, Malta, March 17-22, 2024, pp. 2221-2238
  Contributo in Atti di Convegno (Proceeding)