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Anna Monreale
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R. Guidotti
,
Monreale, A.
,
Giannotti, F.
,
Pedreschi, D.
,
Ruggieri, S.
, and
Turini, F.
,
“
Factual and Counterfactual Explanations for Black Box Decision Making
”
,
IEEE Intelligent Systems
, 2019.
DOI
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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.
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R. Pellungrini
,
Pappalardo, L.
,
Pratesi, F.
, and
Monreale, A.
,
“
Fast Estimation of Privacy Risk in Human Mobility Data
”
. 2017.
DOI
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M. Berlingerio
,
Coscia, M.
,
Giannotti, F.
,
Monreale, A.
, and
Pedreschi, D.
,
“
Foundations of Multidimensional Network Analysis
”
, in
ASONAM
, 2011, pp. 485-489.
DOI
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G
I. Martinucci
,
Natilli, M.
,
Lorenzoni, V.
,
Pappalardo, L.
,
Monreale, A.
,
Turchetti, G.
,
Pedreschi, D.
,
Marchi, S.
,
Barale, R.
, and
de Bortoli, N.
,
“
Gastroesophageal reflux symptoms among Italian university students: epidemiology and dietary correlates using automatically recorded transactions
”
,
BMC gastroenterology
, vol. 18, p. 116, 2018.
DOI
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G. Andrienko
,
Andrienko, N.
,
Giannotti, F.
,
Monreale, A.
,
Pedreschi, D.
, and
Rinzivillo, S.
,
“
A Generalisation-based Approach to Anonymising Movement Data
”
,
13th AGILE conference on Geographic Information Science
. 2010.
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H
G. Amato
,
Candela, L.
,
Castelli, D.
,
Esuli, A.
,
Falchi, F.
,
Gennaro, C.
,
Giannotti, F.
,
Monreale, A.
,
Nanni, M.
,
Pagano, P.
,
Pappalardo, L.
,
Pedreschi, D.
,
Pratesi, F.
,
Rabitti, F.
,
Rinzivillo, S.
,
Rossetti, G.
,
Ruggieri, S.
,
Sebastiani, F.
, and
Tesconi, M.
,
“
How Data Mining and Machine Learning Evolved from Relational Data Base to Data Science
”
, in
A Comprehensive Guide Through the Italian Database Research Over the Last 25 Years
, Springer International Publishing, 2018, pp. 287–306.
DOI
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I
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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R. Guidotti
,
Monreale, A.
, and
Cariaggi, L.
,
“
Investigating Neighborhood Generation Methods for Explanations of Obscure Image Classifiers
”
, in
Pacific-Asia Conference on Knowledge Discovery and Data Mining
, 2019.
DOI
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R. Guidotti
,
Monreale, A.
, and
Cariaggi, L.
,
“
Investigating Neighborhood Generation Methods for Explanations of Obscure Image Classifiers
”
, in
Pacific-Asia Conference on Knowledge Discovery and Data Mining
, 2019.
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L
R. Guidotti
,
Monreale, A.
,
Ruggieri, S.
,
Pedreschi, D.
,
Turini, F.
, and
Giannotti, F.
,
“
Local Rule-Based Explanations of Black Box Decision Systems
”
, 2018.
Google Scholar
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A. Monreale
,
Pinelli, F.
,
Trasarti, R.
, and
Giannotti, F.
,
“
Location Prediction through Trajectory Pattern Mining (Extended Abstract)
”
, in
SEBD
, 2010, pp. 134-141.
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F. Pinelli
,
Monreale, A.
,
Trasarti, R.
, and
Giannotti, F.
,
“
Location prediction within the mobility data analysis environment Daedalus
”
,
First International Workshop on Computational Transportation Science
. Dublin, Ireland, 2008.
DOI
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M
D. Pedreschi
,
Giannotti, F.
,
Guidotti, R.
,
Monreale, A.
,
Ruggieri, S.
, and
Turini, F.
,
“
Meaningful explanations of Black Box AI decision systems
”
, in
Proceedings of the AAAI Conference on Artificial Intelligence
, 2019.
DOI
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A. Monreale
,
Andrienko, G.
,
Andrienko, N.
,
Giannotti, F.
,
Pedreschi, D.
,
Rinzivillo, S.
, and
Wrobel, S.
,
“
Movement Data Anonymity through Generalization
”
,
Transactions on Data Privacy
, vol. 3, pp. 91–121, 2010.
Google Scholar
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G. Andrienko
,
Andrienko, N.
,
Giannotti, F.
,
Monreale, A.
, and
Pedreschi, D.
,
“
Movement data anonymity through generalization
”
, in
Proceedings of the 2nd SIGSPATIAL ACM GIS 2009 International Workshop on Security and Privacy in GIS and LBS
, 2009.
DOI
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M. Magnani
,
Monreale, A.
,
Rossetti, G.
, and
Giannotti, F.
,
“
On multidimensional network measures
”
, in
SEDB 2013
, 2013.
Google Scholar
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M. Berlingerio
,
Coscia, M.
,
Giannotti, F.
,
Monreale, A.
, and
Pedreschi, D.
,
“
Multidimensional networks: foundations of structural analysis
”
,
World Wide Web
, vol. Volume 15 / 2012, 2012.
DOI
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R. Trasarti
,
Guidotti, R.
,
Monreale, A.
, and
Giannotti, F.
,
“
MyWay: Location prediction via mobility profiling
”
,
Information Systems
, vol. 64, pp. 350–367, 2017.
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O
D. Pedreschi
,
Giannotti, F.
,
Guidotti, R.
,
Monreale, A.
,
Pappalardo, L.
,
Ruggieri, S.
, and
Turini, F.
,
“
Open the Black Box Data-Driven Explanation of Black Box Decision Systems
”
, 2018.
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P
V. Grossi
,
Guns, T.
,
Monreale, A.
,
Nanni, M.
, and
Nijssen, S.
,
“
Partition-Based Clustering Using Constraint Optimization
”
, in
Data Mining and Constraint Programming - Foundations of a Cross-Disciplinary Approach
, Springer International Publishing, 2016, pp. 282–299.
DOI
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R. G. Pensa
,
Monreale, A.
,
Pinelli, F.
, and
Pedreschi, D.
,
“
Pattern-Preserving k-Anonymization of Sequences and its Application to Mobility Data Mining
”
, in
PiLBA
, 2008.
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A. Monreale
,
Trasarti, R.
,
Renso, C.
,
Pedreschi, D.
, and
Bogorny, V.
,
“
Preserving privacy in semantic-rich trajectories of human mobility
”
, in
SPRINGL
, 2010, pp. 47-54.
DOI
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F. Pratesi
,
Monreale, A.
,
Giannotti, F.
, and
Pedreschi, D.
,
“
Privacy Preserving Multidimensional Profiling
”
, in
International Conference on Smart Objects and Technologies for Social Good
, 2017.
DOI
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R. Pellungrini
,
Monreale, A.
, and
Guidotti, R.
,
“
Privacy Risk for Individual Basket Patterns
”
, in
ECML PKDD 2018 Workshops - MIDAS 2018 and PAP 2018, Dublin, Ireland, September 10-14, 2018, Proceedings
, 2018.
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