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K
S. Kisilevich
,
Mansmann, F.
,
Nanni, M.
, and
Rinzivillo, S.
,
“
Spatio-temporal clustering
”
, in
Data Mining and Knowledge Discovery Handbook
, 2010, pp. 855-874.
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J. Kim
,
Sirbu, A.
,
Giannotti, F.
, and
Gabrielli, L.
,
“
Digital Footprints of International Migration on Twitter
”
, in
International Symposium on Intelligent Data Analysis
, 2020.
DOI
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J
S. Marina Joseph
,
Citraro, S.
,
Morini, V.
,
Rossetti, G.
, and
Stella, M.
,
“
Cognitive network science quantifies feelings expressed in suicide letters and Reddit mental health communities
”
,
arXiv preprint arXiv:2110.15269
, 2021.
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D. Janssens
,
Giannotti, F.
,
Nanni, M.
,
Pedreschi, D.
, and
Rinzivillo, S.
,
“
Data Science for Simulating the Era of Electric Vehicles
”
,
KI - Künstliche Intelligenz
, 2012.
DOI
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H
H. Hosni
,
Masserotti, M. V.
, and
Renso, C.
,
“
Maximum Entropy Reasoning for GIS
”
, 2006.
Google Scholar
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S. Hajian
,
Monreale, A.
,
Pedreschi, D.
,
Domingo-Ferrer, J.
, and
Giannotti, F.
,
“
Fair pattern discovery
”
, in
Symposium on Applied Computing, {SAC} 2014, Gyeongju, Republic of Korea - March 24 - 28, 2014
, 2014, pp. 113–120.
DOI
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S. Hajian
,
Monreale, A.
,
Pedreschi, D.
,
Domingo-Ferrer, J.
, and
Giannotti, F.
,
“
Injecting Discrimination and Privacy Awareness Into Pattern Discovery
”
, in
12th {IEEE} International Conference on Data Mining Workshops, {ICDM} Workshops, Brussels, Belgium, December 10, 2012
, 2012, pp. 360–369.
DOI
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S. Hajian
,
Domingo-Ferrer, J.
,
Monreale, A.
,
Pedreschi, D.
, and
Giannotti, F.
,
“
Discrimination- and privacy-aware patterns
”
,
Data Min. Knowl. Discov.
, vol. 29, pp. 1733–1782, 2015.
DOI
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G
R. Guidotti
,
Monreale, A.
, and
Rinzivillo, S.
,
“
Learning Data Mining
”
, in
2018 IEEE 5th International Conference on Data Science and Advanced Analytics (DSAA)2018 IEEE 5th International Conference on Data Science and Advanced Analytics (DSAA)
, 2018.
DOI
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R. Guidotti
,
Monreale, A.
,
Nanni, M.
,
Giannotti, F.
, and
Pedreschi, D.
,
“
Clustering Individual Transactional Data for Masses of Users
”
, in
Proceedings of the 23rd ACM SIGKDD International Conference on Knowledge Discovery and Data Mining
, 2017.
DOI
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R. Guidotti
and
Coscia, M.
,
“
On the Equivalence Between Community Discovery and Clustering
”
, in
International Conference on Smart Objects and Technologies for Social Good
, 2017.
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R. Guidotti
,
Monreale, A.
,
Ruggieri, S.
,
Naretto, F.
,
Turini, F.
,
Pedreschi, D.
, and
Giannotti, F.
,
“
Stable and actionable explanations of black-box models through factual and counterfactual rules
”
,
Data Mining and Knowledge Discovery
, 2022.
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R. Guidotti
,
Coscia, M.
,
Pedreschi, D.
, and
Pennacchioli, D.
,
“
Behavioral Entropy and Profitability in Retail
”
, in
IEEE International Conference on Data Science and Advanced Analytics (IEEE DSAA'2015)
, Paris, 2015.
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R. Guidotti
,
Gabrielli, L.
,
Monreale, A.
,
Pedreschi, D.
, and
Giannotti, F.
,
“
Discovering temporal regularities in retail customers’ shopping behavior
”
,
EPJ Data Science
, vol. 7, p. 6, 2018.
DOI
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R. Guidotti
,
Nanni, M.
,
Rinzivillo, S.
,
Pedreschi, D.
, and
Giannotti, F.
,
“
Never drive alone: Boosting carpooling with network analysis
”
,
Information Systems
, vol. 64, pp. 237–257, 2017.
DOI
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R. Guidotti
,
Monreale, A.
,
Ruggieri, S.
,
Pedreschi, D.
,
Turini, F.
, and
Giannotti, F.
,
“
Local Rule-Based Explanations of Black Box Decision Systems
”
, 2018.
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R. Guidotti
,
Sassi, A.
,
Berlingerio, M.
,
Pascale, A.
, and
Ghaddar, B.
,
“
Social or green? A data-driven approach for more enjoyable carpooling
”
, in
Intelligent Transportation Systems (ITSC), 2015 IEEE 18th International Conference on
, 2015.
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R. Guidotti
,
Rossetti, G.
,
Pappalardo, L.
,
Giannotti, F.
, and
Pedreschi, D.
,
“
Next Basket Prediction using Recurring Sequential Patterns
”
,
arXiv preprint arXiv:1702.07158
, 2017.
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R. Guidotti
and
Cintia, P.
,
“
Towards a Boosted Route Planner Using Individual Mobility Models
”
, in
Software Engineering and Formal Methods
, Springer Berlin Heidelberg, 2015, pp. 108–123.
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R. Guidotti
,
Rossetti, G.
,
Pappalardo, L.
,
Giannotti, F.
, and
Pedreschi, D.
,
“
Personalized Market Basket Prediction with Temporal Annotated Recurring Sequences
”
,
IEEE Transactions on Knowledge and Data Engineering
, 2018.
DOI
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R. Guidotti
and
Rossetti, G.
,
“
“Know Thyself” How Personal Music Tastes Shape the Last. Fm Online Social Network
”
, in
International Symposium on Formal Methods
, 2019.
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R. Guidotti
and
Ruggieri, S.
,
“
Assessing the Stability of Interpretable Models
”
,
arXiv preprint arXiv:1810.09352
, 2018.
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R. Guidotti
,
Soldani, J.
,
Neri, D.
, and
Brogi, A.
,
“
Explaining successful docker images using pattern mining analysis
”
, in
Federation of International Conferences on Software Technologies: Applications and Foundations
, 2018.
DOI
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R. Guidotti
,
Monreale, A.
,
Rinzivillo, S.
,
Pedreschi, D.
, and
Giannotti, F.
,
“
Retrieving Points of Interest from Human Systematic Movements
”
, in
Software Engineering and Formal Methods
, Springer International Publishing, 2014, pp. 294–308.
DOI
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R. Guidotti
,
“
Mobility Ranking - Human Mobility Analysis Using Ranking Measures
”
, 2013.
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