| A survey of methods for explaining black box models R Guidotti, A Monreale, S Ruggieri, F Turini, F Giannotti, D Pedreschi ACM computing surveys (CSUR) 51 (5), 1-42, 2018 | 5604 | 2018 |
| Smart cities of the future M Batty, KW Axhausen, F Giannotti, A Pozdnoukhov, A Bazzani, ... The European Physical Journal Special Topics 214, 481-518, 2012 | 3514 | 2012 |
| Trajectory pattern mining F Giannotti, M Nanni, F Pinelli, D Pedreschi Proceedings of the 13th ACM SIGKDD international conference on Knowledge …, 2007 | 1446 | 2007 |
| Human mobility, social ties, and link prediction D Wang, D Pedreschi, C Song, F Giannotti, AL Barabasi Proceedings of the 17th ACM SIGKDD international conference on Knowledge …, 2011 | 923 | 2011 |
| Wherenext: a location predictor on trajectory pattern mining A Monreale, F Pinelli, R Trasarti, F Giannotti Proceedings of the 15th ACM SIGKDD international conference on Knowledge …, 2009 | 789 | 2009 |
| Local rule-based explanations of black box decision systems R Guidotti, A Monreale, S Ruggieri, D Pedreschi, F Turini, F Giannotti arXiv preprint arXiv:1805.10820, 2018 | 630 | 2018 |
| Returners and explorers dichotomy in human mobility L Pappalardo, F Simini, S Rinzivillo, D Pedreschi, F Giannotti, ... Nature communications 6 (1), 8166, 2015 | 553 | 2015 |
| A classification for community discovery methods in complex networks M Coscia, F Giannotti, D Pedreschi Statistical Analysis and Data Mining: The ASA Data Science Journal 4 (5 …, 2011 | 486 | 2011 |
| Mobility, data mining and privacy: Geographic knowledge discovery F Giannotti, D Pedreschi Springer, 2008 | 423 | 2008 |
| Unveiling the complexity of human mobility by querying and mining massive trajectory data F Giannotti, M Nanni, D Pedreschi, F Pinelli, C Renso, S Rinzivillo, ... The VLDB Journal 20, 695-719, 2011 | 406 | 2011 |
| Factual and counterfactual explanations for black box decision making R Guidotti, A Monreale, F Giannotti, D Pedreschi, S Ruggieri, F Turini IEEE Intelligent Systems 34 (6), 14-23, 2019 | 368 | 2019 |
| Demon: a local-first discovery method for overlapping communities M Coscia, G Rossetti, F Giannotti, D Pedreschi Proceedings of the 18th ACM SIGKDD international conference on Knowledge …, 2012 | 340 | 2012 |
| Interactive visual clustering of large collections of trajectories G Andrienko, N Andrienko, S Rinzivillo, M Nanni, D Pedreschi, F Giannotti 2009 IEEE Symposium on visual analytics science and technology, 3-10, 2009 | 315 | 2009 |
| Benchmarking and survey of explanation methods for black box models F Bodria, F Giannotti, R Guidotti, F Naretto, D Pedreschi, S Rinzivillo Data Mining and Knowledge Discovery 37 (5), 1719-1778, 2023 | 295 | 2023 |
| Visually driven analysis of movement data by progressive clustering S Rinzivillo, D Pedreschi, M Nanni, F Giannotti, N Andrienko, G Andrienko Information Visualization 7 (3-4), 225-239, 2008 | 291 | 2008 |
| Meaningful explanations of black box AI decision systems D Pedreschi, F Giannotti, R Guidotti, A Monreale, S Ruggieri, F Turini Proceedings of the AAAI conference on artificial intelligence 33 (01), 9780-9784, 2019 | 260 | 2019 |
| Movement data anonymity through generalization. A Monreale, GL Andrienko, NV Andrienko, F Giannotti, D Pedreschi, ... Trans. Data Priv. 3 (2), 91-121, 2010 | 237 | 2010 |
| A public data set of spatio-temporal match events in soccer competitions L Pappalardo, P Cintia, A Rossi, E Massucco, P Ferragina, D Pedreschi, ... Scientific data 6 (1), 236, 2019 | 232 | 2019 |
| PlayeRank: data-driven performance evaluation and player ranking in soccer via a machine learning approach L Pappalardo, P Cintia, P Ferragina, E Massucco, D Pedreschi, ... ACM Transactions on Intelligent Systems and Technology (TIST) 10 (5), 1-27, 2019 | 222 | 2019 |
| Multidimensional networks: foundations of structural analysis M Berlingerio, M Coscia, F Giannotti, A Monreale, D Pedreschi World Wide Web 16, 567-593, 2013 | 215 | 2013 |
Dino PedreschiProfessor of Computer Science, University of PisaVerified email at di.unipi.it
