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 | 4632 | 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 | 3146 | 2012 |
Trajectory pattern mining F Giannotti, M Nanni, F Pinelli, D Pedreschi Proceedings of the 13th ACM SIGKDD international conference on Knowledge …, 2007 | 1432 | 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 | 892 | 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 | 781 | 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 | 525 | 2018 |
Returners and explorers dichotomy in human mobility L Pappalardo, F Simini, S Rinzivillo, D Pedreschi, F Giannotti, ... Nature communications 6 (1), 8166, 2015 | 482 | 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 | 468 | 2011 |
Mobility, data mining and privacy: Geographic knowledge discovery F Giannotti, D Pedreschi Springer, 2008 | 409 | 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 | 400 | 2011 |
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 | 325 | 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 | 308 | 2009 |
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 | 291 | 2019 |
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 | 286 | 2008 |
Movement data anonymity through generalization. A Monreale, GL Andrienko, NV Andrienko, F Giannotti, D Pedreschi, ... Trans. Data Priv. 3 (2), 91-121, 2010 | 228 | 2010 |
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 | 215 | 2019 |
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 | 203 | 2023 |
Multidimensional networks: foundations of structural analysis M Berlingerio, M Coscia, F Giannotti, A Monreale, D Pedreschi World Wide Web 16, 567-593, 2013 | 199 | 2013 |
Privacy-preserving mining of association rules from outsourced transaction databases F Giannotti, LVS Lakshmanan, A Monreale, D Pedreschi, H Wang IEEE Systems Journal 7 (3), 385-395, 2012 | 190 | 2012 |
Foundations of multidimensional network analysis M Berlingerio, M Coscia, F Giannotti, A Monreale, D Pedreschi 2011 international conference on advances in social networks analysis and …, 2011 | 186 | 2011 |