Location: LARGO BRUNO PONTECORVO, 3, 56127 PISA
Email: riccardo.guidotti@unipi.it
Phone: 050 2213134
Profile
Teaching
Teaching activity
Teaching responsibility for modules/courses
- Data mining: fundamentals (modulo dell'insegnamento data mining cod. 420aa) per Laurea Magistrale in Data science and business informatics
Insegnamenti condivisi/mutuati:- Data mining: fundamentals (cod. 676AA) - Laurea Magistrale in Informatica umanistica
- Data mining (cod. 420AA) - Laurea Magistrale in Informatica umanistica
- Data mining: advanced topics and applications (modulo dell'insegnamento data mining cod. 420aa) per Laurea Magistrale in Data science and business informatics
Insegnamenti condivisi/mutuati:- Data mining: fundamentals (cod. 676AA) - Laurea Magistrale in Informatica umanistica
- Data mining (cod. 420AA) - Laurea Magistrale in Informatica umanistica
- Basi di dati - corso b (cod. 244AA) per Laurea in Informatica
Student consultation hours
Mode of office hours:
Location: CS Room 363 or MS Teams
Time: Martedì/Tuesday, 15-17
Research
Research interests
Interpretable Machine Learning, Explainable AI, Data Mining, Clustering, Time Series Analysis, Personal Data Analytics, Ethical Aspects of AI
Publications
- Fast, Interpretable and Deterministic Time Series Classification with a Bag-Of-Receptive-Fields (Spinnato, F.; Guidotti, R.; Monreale, A.; Nanni, M. - 2024 - 1.1 Articolo in rivista)
- Generative Model for Decision Trees (Guidotti, Riccardo; Monreale, Anna; Setzu, Mattia; Volpi, Giulia - 2024 - 4.1 Contributo in Atti di convegno)
- Stable and actionable explanations of black-box models through factual and counterfactual rules (Guidotti, R; Monreale, A; Ruggieri, S; Naretto, F; Turini, F; Pedreschi, D; Giannotti, F - 2024 - 1.1 Articolo in rivista)
- Benchmarking and survey of explanation methods for black box models (Bodria, F; Giannotti, F; Guidotti, R; Naretto, F; Pedreschi, D; Rinzivillo, S - 2023 - 1.1 Articolo in rivista)
- Counterfactual explanations and how to find them: literature review and benchmarking (Guidotti, Riccardo - 2022 - 1.1 Articolo in rivista)
- Evaluating local explanation methods on ground truth (Guidotti, R. - 2021 - 1.1 Articolo in rivista)
- Explaining Image Classifiers Generating Exemplars and Counter-Exemplars from Latent Representations (Guidotti, Riccardo; Monreale, Anna; Matwin, Stan; Pedreschi, Dino - 2020 - 4.1 Contributo in Atti di convegno)
- Factual and Counterfactual Explanations for Black Box Decision Making (Guidotti, R.; Monreale, A.; Giannotti, F.; Pedreschi, D.; Ruggieri, S.; Turini, F. - 2019 - 1.1 Articolo in rivista)
- Personalized Market Basket Prediction with Temporal Annotated Recurring Sequences (Guidotti, Riccardo; Rossetti, Giulio; Pappalardo, Luca; Giannotti, Fosca; Pedreschi, Dino - 2018 - 1.1 Articolo in rivista)
- Clustering individual transactional data for masses of users (Guidotti, Riccardo; Monreale, Anna; Nanni, Mirco; Giannotti, Fosca; Pedreschi, Dino - 2017 - 4.1 Contributo in Atti di convegno)