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Dino Pedreschi
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2017
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.
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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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G. Rossetti
,
Pedreschi, D.
, and
Giannotti, F.
,
“
Node-centric Community Discovery: From static to dynamic social network analysis
”
,
Online Social Networks and Media
, vol. 3, pp. 32–48, 2017.
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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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L. Pollacci
,
Sirbu, A.
,
Giannotti, F.
,
Pedreschi, D.
,
Lucchese, C.
, and
Muntean, C. Ioana
,
“
Sentiment Spreading: An Epidemic Model for Lexicon-Based Sentiment Analysis on Twitter
”
, in
Conference of the Italian Association for Artificial Intelligence
, 2017.
DOI
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R. Guidotti
,
Trasarti, R.
,
Nanni, M.
,
Giannotti, F.
, and
Pedreschi, D.
,
“
There's A Path For Everyone: A Data-Driven Personal Model Reproducing Mobility Agendas
”
, in
4th IEEE International Conference on Data Science and Advanced Analytics (DSAA 2017)
, Tokyo, 2017.
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G. Rossetti
,
Pappalardo, L.
,
Pedreschi, D.
, and
Giannotti, F.
,
“
Tiles: an online algorithm for community discovery in dynamic social networks
”
,
Machine Learning
, vol. 106, pp. 1213–1241, 2017.
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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.
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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.
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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.
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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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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2019
R. Guidotti
,
Monreale, A.
, and
Pedreschi, D.
,
“
The AI black box Explanation Problem
”
,
ERCIM NEWS
, pp. 12–13, 2019.
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A. Sirbu
,
Pedreschi, D.
,
Giannotti, F.
, and
Kertész, J.
,
“
Algorithmic bias amplifies opinion fragmentation and polarization: A bounded confidence model
”
,
PloS one
, vol. 14, p. e0213246, 2019.
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B. Qureshi
,
Kamiran, F.
,
Karim, A.
,
Ruggieri, S.
, and
Pedreschi, D.
,
“
Causal inference for social discrimination reasoning
”
,
Journal of Intelligent Information Systems
, pp. 1–13, 2019.
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