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Pedreschi, Dino
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2019
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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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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L. Pappalardo
,
Cintia, P.
,
Ferragina, P.
,
Massucco, E.
,
Pedreschi, D.
, and
Giannotti, F.
,
“
PlayeRank: data-driven performance evaluation and player ranking in soccer via a machine learning approach
”
,
ACM Transactions on Intelligent Systems and Technology (TIST)
, vol. 10, pp. 1–27, 2019.
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L. Pappalardo
,
Cintia, P.
,
Rossi, A.
,
Massucco, E.
,
Ferragina, P.
,
Pedreschi, D.
, and
Giannotti, F.
,
“
A public data set of spatio-temporal match events in soccer competitions
”
,
Scientific data
, vol. 6, pp. 1–15, 2019.
DOI
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A. Sirbu
,
Giannotti, F.
,
Pedreschi, D.
, and
Kertész, J.
,
“
Public opinion and Algorithmic bias
”
,
ERCIM News
, 2019.
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D. Boncoraglio
,
Deri, F.
,
Distefano, F.
,
Fadda, D.
,
Filippi, G.
,
Forte, G.
,
Licari, F.
,
Natilli, M.
,
Pedreschi, D.
, and
Rinzivillo, S.
,
“
A Visual Analytics Platform to Measure Performance on University Entrance Tests (Discussion Paper)
”
, 2019.
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2018
L. Milli
,
Rossetti, G.
,
Pedreschi, D.
, and
Giannotti, F.
,
“
Active and passive diffusion processes in complex networks
”
,
Applied network science
, vol. 3, p. 42, 2018.
DOI
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L. Milli
,
Rossetti, G.
,
Pedreschi, D.
, and
Giannotti, F.
,
“
Diffusive Phenomena in Dynamic Networks: a data-driven study
”
, in
International Conference on Complex Networks CompleNet
, Boston March 5-8 2018, 2018.
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L. Gabrielli
,
Fadda, D.
,
Rossetti, G.
,
Nanni, M.
,
Piccinini, L.
,
Pedreschi, D.
,
Giannotti, F.
, and
Lattarulo, P.
,
“
Discovering Mobility Functional Areas: A Mobility Data Analysis Approach
”
, in
International Workshop on Complex Networks
, 2018.
DOI
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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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L. Pollacci
,
Guidotti, R.
,
Rossetti, G.
,
Giannotti, F.
, and
Pedreschi, D.
,
“
The Fractal Dimension of Music: Geography, Popularity and Sentiment Analysis
”
, in
International Conference on Smart Objects and Technologies for Social Good
, 2018.
DOI
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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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R. Guidotti
,
Soldani, J.
,
Neri, D.
,
Brogi, A.
, and
Pedreschi, D.
,
“
Helping your docker images to spread based on explainable models
”
, in
Joint European Conference on Machine Learning and Knowledge Discovery in Databases
, 2018.
DOI
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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
,
S. Flesca
,
Greco, S.
,
Masciari, E.
, and
Saccà, D.
, Eds.
Cham: Springer International Publishing, 2018, pp. 287 - 306.
DOI
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L. Pollacci
,
Guidotti, R.
,
Rossetti, G.
,
Giannotti, F.
, and
Pedreschi, D.
,
“
The italian music superdiversity
”
,
Multimedia Tools and Applications
, pp. 1–23, 2018.
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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.
Google Scholar
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G. Rossetti
,
Milli, L.
,
Rinzivillo, S.
,
Sirbu, A.
,
Pedreschi, D.
, and
Giannotti, F.
,
“
NDlib: a python library to model and analyze diffusion processes over complex networks
”
,
International Journal of Data Science and Analytics
, vol. 5, pp. 61–79, 2018.
DOI
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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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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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F. Pratesi
,
Monreale, A.
,
Trasarti, R.
,
Giannotti, F.
,
Pedreschi, D.
, and
Yanagihara, T.
,
“
PRUDEnce: a system for assessing privacy risk vs utility in data sharing ecosystems
”
,
Transactions on Data Privacy
, vol. 11, 2018.
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R. Guidotti
,
Monreale, A.
,
Ruggieri, S.
,
Turini, F.
,
Giannotti, F.
, and
Pedreschi, D.
,
“
A survey of methods for explaining black box models
”
,
ACM computing surveys (CSUR)
, vol. 51, p. 93, 2018.
DOI
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2017
B. Dong
,
Wang, H. Wendy
,
Monreale, A.
,
Pedreschi, D.
,
Giannotti, F.
, and
Guo, W.
,
“
Authenticated Outlier Mining for Outsourced Databases
”
,
IEEE Transactions on Dependable and Secure Computing
, 2017.
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.
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F. Beltram
,
Giannotti, F.
, and
Pedreschi, D.
,
“
Data Science a Game-changer for Science and Innovation
”
. G7 Academy, 2017.
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G. Rossetti
,
Milli, L.
,
Giannotti, F.
, and
Pedreschi, D.
,
“
Forecasting success via early adoptions analysis: A data-driven study
”
,
PloS one
, vol. 12, p. e0189096, 2017.
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