| 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 | 7023 | 2018 |
| 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 | 1119* | 2019 |
| 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 | 801 | 2009 |
| 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 | 352 | 2019 |
| Movement data anonymity through generalization. A Monreale, GL Andrienko, NV Andrienko, F Giannotti, D Pedreschi, ... Trans. Data Priv. 3 (2), 91-121, 2010 | 243 | 2010 |
| Multidimensional networks: foundations of structural analysis M Berlingerio, M Coscia, F Giannotti, A Monreale, D Pedreschi World Wide Web 16 (5), 567-593, 2013 | 225 | 2013 |
| Glocalx-from local to global explanations of black box ai models M Setzu, R Guidotti, A Monreale, F Turini, D Pedreschi, F Giannotti Artificial Intelligence 294, 103457, 2021 | 216 | 2021 |
| 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, 2013 | 193 | 2013 |
| 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 | 190 | 2011 |
| Discrimination-and privacy-aware patterns S Hajian, J Domingo-Ferrer, A Monreale, D Pedreschi, F Giannotti Data Mining and Knowledge Discovery 29 (6), 1733-1782, 2015 | 129 | 2015 |
| Black box explanation by learning image exemplars in the latent feature space R Guidotti, A Monreale, S Matwin, D Pedreschi Joint European conference on machine learning and knowledge discovery in …, 2019 | 120 | 2019 |
| Myway: Location prediction via mobility profiling R Trasarti, R Guidotti, A Monreale, F Giannotti Information Systems 64, 350-367, 2017 | 115 | 2017 |
| Privacy-by-design in big data analytics and social mining A Monreale, S Rinzivillo, F Pratesi, F Giannotti, D Pedreschi EPJ Data Science 3 (1), 10, 2014 | 100 | 2014 |
| A data mining approach to assess privacy risk in human mobility data R Pellungrini, L Pappalardo, F Pratesi, A Monreale ACM Transactions on Intelligent Systems and Technology (TIST) 9 (3), 1-27, 2017 | 89 | 2017 |
| Pattern-preserving k-anonymization of sequences and its application to mobility data mining RG Pensa, A Monreale, F Pinelli, D Pedreschi CEUR Workshop Proceedings 397, 44-60, 2008 | 89 | 2008 |
| Give more data, awareness and control to individual citizens, and they will help COVID-19 containment M Nanni, G Andrienko, AL Barabási, C Boldrini, F Bonchi, C Cattuto, ... Ethics and Information Technology 23 (1), 1-6, 2021 | 84 | 2021 |
| Quantification trees L Milli, A Monreale, G Rossetti, F Giannotti, D Pedreschi, F Sebastiani 2013 IEEE 13th International Conference on Data Mining, 528-536, 2013 | 83 | 2013 |
| C-safety: a framework for the anonymization of semantic trajectories. A Monreale, R Trasarti, D Pedreschi, C Renso, V Bogorny Trans. Data Priv. 4 (2), 73-101, 2011 | 83 | 2011 |
| The pursuit of hubbiness: Analysis of hubs in large multidimensional networks M Berlingerio, M Coscia, F Giannotti, A Monreale, D Pedreschi Journal of Computational Science 2 (3), 223-237, 2011 | 74 | 2011 |
| Gastroesophageal reflux symptoms among Italian university students: epidemiology and dietary correlates using automatically recorded transactions I Martinucci, M Natilli, V Lorenzoni, L Pappalardo, A Monreale, G Turchetti, ... BMC gastroenterology 18 (1), 116, 2018 | 71 | 2018 |
Dino PedreschiProfessor of Computer Science, University of PisaVerified email at di.unipi.it
