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Fosca Giannotti
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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
39082018
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
28902012
Trajectory pattern mining
F Giannotti, M Nanni, F Pinelli, D Pedreschi
Proceedings of the 13th ACM SIGKDD international conference on Knowledge …, 2007
14152007
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
8622011
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
7592009
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
4502011
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
4452018
Returners and explorers dichotomy in human mobility
L Pappalardo, F Simini, S Rinzivillo, D Pedreschi, F Giannotti, ...
Nature communications 6 (1), 8166, 2015
4412015
Mobility, data mining and privacy: Geographic knowledge discovery
F Giannotti, D Pedreschi
Springer, 2008
3982008
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
3892011
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
3092012
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
3062009
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
2812008
Movement data anonymity through generalization.
A Monreale, GL Andrienko, NV Andrienko, F Giannotti, D Pedreschi, ...
Trans. Data Priv. 3 (2), 91-121, 2010
2252010
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
2242019
Multidimensional networks: foundations of structural analysis
M Berlingerio, M Coscia, F Giannotti, A Monreale, D Pedreschi
World Wide Web 16, 567-593, 2013
1942013
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
1842011
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
1832019
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
1832012
Efficient mining of temporally annotated sequences
F Giannotti, M Nanni, D Pedreschi
Proceedings of the 2006 SIAM international conference on data mining, 348-359, 2006
1782006
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