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 | 996 | 2018 |
Discrimination-aware data mining D Pedreshi, S Ruggieri, F Turini Proceedings of the 14th ACM SIGKDD international conference on Knowledge …, 2008 | 511 | 2008 |
Efficient C4. 5 [classification algorithm] S Ruggieri IEEE transactions on knowledge and data engineering 14 (2), 438-444, 2002 | 474 | 2002 |
A standard reference model for intelligent multimedia presentation systems M Bordegoni, G Faconti, S Feiner, MT Maybury, T Rist, S Ruggieri, ... Computer standards & interfaces 18 (6-7), 477-496, 1997 | 254 | 1997 |
A multidisciplinary survey on discrimination analysis A Romei, S Ruggieri Università di Pisa, 2011 | 209 | 2011 |
Data mining for discrimination discovery S Ruggieri, D Pedreschi, F Turini ACM Transactions on Knowledge Discovery from Data (TKDD) 4 (2), 1-40, 2010 | 180 | 2010 |
Measuring discrimination in socially-sensitive decision records D Pedreschi, S Ruggieri, F Turini Proceedings of the 2009 SIAM international conference on data mining, 581-592, 2009 | 175 | 2009 |
k-NN as an implementation of situation testing for discrimination discovery and prevention BT Luong, S Ruggieri, F Turini Proceedings of the 17th ACM SIGKDD international conference on Knowledge …, 2011 | 140 | 2011 |
Preprocessing and mining web log data for web personalization M Baglioni, U Ferrara, A Romei, S Ruggieri, F Turini Congress of the Italian Association for Artificial Intelligence, 237-249, 2003 | 119 | 2003 |
Web log data warehousing and mining for intelligent web caching F Bonchi, F Giannotti, C Gozzi, G Manco, M Nanni, D Pedreschi, C Renso, ... Data & Knowledge Engineering 39 (2), 165-189, 2001 | 116 | 2001 |
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 | 95 | 2018 |
DCUBE: Discrimination discovery in databases S Ruggieri, D Pedreschi, F Turini Proceedings of the 2010 ACM SIGMOD International Conference on Management of …, 2010 | 78 | 2010 |
Integrating induction and deduction for finding evidence of discrimination D Pedreschi, S Ruggieri, F Turini Proceedings of the 12th International Conference on Artificial Intelligence …, 2009 | 58 | 2009 |
A study of top-k measures for discrimination discovery D Pedreschi, S Ruggieri, F Turini Proceedings of the 27th Annual ACM Symposium on Applied Computing, 126-131, 2012 | 54 | 2012 |
Achieving quality in natural language requirements F Fabbrini, M Fusani, V Gervasi, S Gnesi, S Ruggieri Proceedings of the 11th International Software Quality Week, 4-5, 1998 | 53 | 1998 |
KDDML: a middleware language and system for knowledge discovery in databases A Romei, S Ruggieri, F Turini Data & Knowledge Engineering 57 (2), 179-220, 2006 | 52 | 2006 |
On proving left termination of constraint logic programs F Mesnard, S Ruggieri ACM Transactions on Computational Logic (TOCL) 4 (2), 207-259, 2003 | 49 | 2003 |
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 | 40 | 2019 |
Yadt: Yet another decision tree builder S Ruggieri 16th IEEE International Conference on Tools with Artificial Intelligence …, 2004 | 40 | 2004 |
Porting decision tree algorithms to multicore using FastFlow M Aldinucci, S Ruggieri, M Torquati Joint European Conference on Machine Learning and Knowledge Discovery in …, 2010 | 33 | 2010 |