Pedreschi Dino
Dino Pedreschi is a Professor of Computer Science at the University of Pisa, and a pioneering scientist in mobility data mining, social network mining and privacy-preserving data mining. He co-leads with Fosca Giannotti the Pisa KDD Lab - Knowledge Discovery and Data Mining Laboratory, a joint research initiative of the University of Pisa and the Information Science and Technology Institute of the Italian National Research Council, one of the earliest research lab centered on data mining. His research focus is on big data analytics and mining and their impact on society. He is a founder of the Business Informatics MSc program at Univ. Pisa, a course targeted at the education of interdisciplinary data scientists. Dino has been a visiting scientist at Barabasi Lab (Center for Complex Network Research) of Northeastern University, Boston (2009-2010), and earlier at the University of Texas at Austin (1989-90), at CWI Amsterdam (1993) and at UCLA (1995). In 2009, Dino received a Google Research Award for his research on privacy-preserving data mining.
Topics:
Big Data Analytics
Social Network Analysis and Mining
Analysis of Human Mobility
Privacy-by-Design and Ethical Data Mining
Nowcasting of Socio-Economic Indicators
Complex Network Dynamics
Data Mining and Knowledge Discovery
Privacy Preserving Data Mining
Constraint-Based Pattern Discovery
Data Mining Query Language
Market Basket Analysis
Fraud Detection
Logic in Databases
Non Monotonic Non Deterministic Temporal Reasoning
Deductive and Object-Oriented Databases
Formal Methods
Logic Programming
2009 Google Research Award on Privacy
2017 University of Pisa Ordine del Cherubino
1989-1990 Visiting scientist at University of Texas, Austin
1993 Visiting scientist at CWI Amsterdam
1995 Visiting scientist at UCLA
2009-2010 Visiting scientist at Barabasi Lab (Center for Complex Network Research) of Northeastern University, Boston
2004 Co-Chair of ECML/PKDD
2005 Vice-Chair of ICDM
2014 Vice-Chair of ICDE
1987 Ph.D. in Computer Science at University of Pisa
- Position
- Full Professor
- Affiliation
- Department of Computer Science, University of Pisa (DI-UNIPI)
- Room
- 318
- Phone
- +39 050 221 2752
- Homepage
- Google Scholar
- Dino Pedreschi on Google Scholar
- DBLP
- Dino Pedreschi on DBLP
- Scopus
- Dino Pedreschi on Scopus
- ArnetMiner
- Dino Pedreschi on ArnetMiner
- Dino Pedreschi on Twitter
Projects
MBD - Master Big Data
DSPhD - Data Science Ph.D.
HumanE-AI-Net - HumanE AI Network
SBD@RT - SoBigData @ Regione Toscana
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Publications
2022
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, “How Routing Strategies Impact Urban Emissions”, in Proceedings of the 30th International Conference on Advances in Geographic Information Systems, New York, NY, USA, 2022.
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, “Semantic Enrichment of XAI Explanations for Healthcare”, 24th International Conference on Artificial Intelligence. 2022.
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, “Methods and tools for causal discovery and causal inference”, WIREs Data Mining Knowl. Discov., vol. 12, 2022.
2021
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, “Benchmarking and Survey of Explanation Methods for Black Box Models”, CoRR, vol. abs/2102.13076, 2021.
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, “GLocalX - From Local to Global Explanations of Black Box AI Models”, vol. 294, p. 103457, 2021.
2020
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, “Black Box Explanation by Learning Image Exemplars in the Latent Feature Space”, in Machine Learning and Knowledge Discovery in Databases, Cham, 2020.
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, “Analysis and Visualization of Performance Indicators in University Admission Tests”, in Formal Methods. FM 2019 International Workshops, Cham, 2020.
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, “Doctor XAI: an ontology-based approach to black-box sequential data classification explanations”, in Proceedings of the 2020 Conference on Fairness, Accountability, and Transparency, 2020.
