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Franco Turini
Franco Turini
Professor of Computer Science, University of Pisa, Italy
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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
43392018
Discrimination-aware data mining
D Pedreshi, S Ruggieri, F Turini
Proceedings of the 14th ACM SIGKDD international conference on Knowledge ¡¦, 2008
8282008
Bias in data‐driven artificial intelligence systems—An introductory survey
E Ntoutsi, P Fafalios, U Gadiraju, V Iosifidis, W Nejdl, ME Vidal, S Ruggieri, ...
Wiley Interdisciplinary Reviews: Data Mining and Knowledge Discovery 10 (3 ¡¦, 2020
6022020
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
4872018
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
2582019
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
2392011
Data mining for discrimination discovery
S Ruggieri, D Pedreschi, F Turini
ACM Transactions on Knowledge Discovery from Data (TKDD) 4 (2), 1-40, 2010
2272010
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
2262009
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
1942019
Modular logic programming
A Brogi, P Mancarella, D Pedreschi, F Turini
ACM Transactions on Programming Languages and Systems (TOPLAS) 16 (4), 1361-1398, 1994
1301994
Preprocessing and mining web log data for web personalization
M Baglioni, U Ferrara, A Romei, S Ruggieri, F Turini
AI* IA 2003: Advances in Artificial Intelligence: 8th Congress of the ¡¦, 2003
1232003
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
1112021
A transformational approach to negation in logic programming
R Barbuti, P Mancarella, D Pedreschi, F Turini
The Journal of Logic Programming 8 (3), 201-228, 1990
1101990
DCUBE: Discrimination discovery in databases
S Ruggieri, D Pedreschi, F Turini
Proceedings of the 2010 ACM SIGMOD International Conference on Management of ¡¦, 2010
852010
Composition operators for logic theories
A Brogi, P Mancarella, D Pedreschi, F Turini
Computational Logic: Symposium Proceedings, Brussels, November 13/14, 1990 ¡¦, 1990
761990
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
702009
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
682012
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
522006
Open the black box data-driven explanation of black box decision systems
D Pedreschi, F Giannotti, R Guidotti, A Monreale, L Pappalardo, ...
arXiv preprint arXiv:1806.09936, 2018
512018
Mining clinical data with a temporal dimension: a case study
M Berlingerio, F Bonchi, F Giannotti, F Turini
2007 IEEE International Conference on Bioinformatics and Biomedicine (BIBM ¡¦, 2007
502007
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