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Title
Type
[
Year
]
2020
D. Pedreschi
and
Miliou, I.
,
“
Artificial Intelligence (AI): new developments and innovations applied to e-commerce
”
, European Parliament's committee on the Internal Market and Consumer Protection, 2020.
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B. Dong
,
Wang, H.
,
Monreale, A.
,
Pedreschi, D.
,
Giannotti, F.
, and
Guo, W.
,
“
Authenticated Outlier Mining for Outsourced Databases
”
,
IEEE Transactions on Dependable and Secure Computing
, vol. 17, pp. 222 - 235, 2020.
DOI
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J. Kim
,
S\^\irbu, A.
,
Giannotti, F.
, and
Gabrielli, L.
,
“
Digital Footprints of International Migration on Twitter
”
, in
International Symposium on Intelligent Data Analysis
, 2020.
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C. Panigutti
,
Perotti, A.
, and
Pedreschi, D.
,
“
Doctor XAI: an ontology-based approach to black-box sequential data classification explanations
”
, in
Proceedings of the 2020 Conference on Fairness, Accountability, and Transparency
, 2020.
DOI
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N. Forgó
,
Hänold, S.
,
van den Hoven, J.
,
Krügel, T.
,
Lishchuk, I.
,
Mahieu, R.
,
Monreale, A.
,
Pedreschi, D.
,
Pratesi, F.
, and
van Putten, D.
,
“
An ethico-legal framework for social data science
”
, 2020.
DOI
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A. Sirbu
,
Andrienko, G.
,
Andrienko, N.
,
Boldrini, C.
,
Conti, M.
,
Giannotti, F.
,
Guidotti, R.
,
Bertoli, S.
,
Kim, J.
,
Muntean, C. Ioana
, and
others,
“
Human migration: the big data perspective
”
,
International Journal of Data Science and Analytics
, pp. 1–20, 2020.
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S. Citraro
and
Rossetti, G.
,
“
Identifying and exploiting homogeneous communities in labeled networks
”
,
Applied Network Science
, vol. 5, pp. 1–20, 2020.
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P. Cintia
,
Fadda, D.
,
Giannotti, F.
,
Pappalardo, L.
,
Rossetti, G.
,
Pedreschi, D.
,
Rinzivillo, S.
,
Bonato, P.
,
Fabbri, F.
,
Penone, F.
,
Savarese, M.
,
Checchi, D.
,
Chiaromonte, F.
,
Vineis, P.
,
Guzzetta, G.
,
Riccardo, F.
,
Marziano, V.
,
Poletti, P.
,
Trentini, F.
,
Bella, A.
,
Andrianou, X.
,
Del Manso, M.
,
Fabiani, M.
,
Bellino, S.
,
Boros, S.
,
Urdiales, A. Mateo
,
Vescio, M. Fenicia
,
Brusaferro, S.
,
Rezza, G.
,
Pezzotti, P.
,
Ajelli, M.
, and
Merler, S.
,
“
The relationship between human mobility and viral transmissibility during the COVID-19 epidemics in Italy
”
,
arXiv preprint arXiv:2006.03141
, 2020.
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G. Andrienko
,
Andrienko, N.
,
Boldrini, C.
,
Caldarelli, G.
,
Cintia, P.
,
Cresci, S.
,
Facchini, A.
,
Giannotti, F.
,
Gionis, A.
,
Guidotti, R.
, and
others,
“
(So) Big Data and the transformation of the city
”
,
International Journal of Data Science and Analytics
, 2020.
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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.
DOI
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D. Morelli
,
Rossi, A.
,
Cairo, M.
, and
Clifton, D. A.
,
“
Analysis of the Impact of Interpolation Methods of Missing RR-intervals Caused by Motion Artifacts on HRV Features Estimations
”
,
Sensors
, vol. 19, p. 3163, 2019.
DOI
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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.
DOI
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R. Cazabet
and
Rossetti, G.
,
“
Challenges in community discovery on temporal networks
”
, in
Temporal Network Theory
, Springer, 2019, pp. 181–197.
DOI
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S. Bruestle
,
Pappalardo, L.
, and
Guidotti, R.
,
“
Defining Geographic Markets from Probabilistic Clusters: A Machine Learning Algorithm Applied to Supermarket Scanner Data
”
,
Available at SSRN 3452058
, 2019.
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G. Calogiuri
,
Johansen, P. Foss
,
Rossi, A.
, and
Thurston, M.
,
“
Do “girls just wanna have fun”? Participation trends and motivational profiles of women in Norway’s ultimate mass participation ski event
”
,
Frontiers in Psychology
, vol. 10, p. 2548, 2019.
DOI
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S. Citraro
and
Rossetti, G.
,
“
Eva: Attribute-Aware Network Segmentation
”
, in
International Conference on Complex Networks and Their Applications
, 2019.
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C. Panigutti
,
Guidotti, R.
,
Monreale, A.
, and
Pedreschi, D.
,
“
Explaining multi-label black-box classifiers for health applications
”
, in
International Workshop on Health Intelligence
, 2019.
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C. Panigutti
,
Guidotti, R.
,
Monreale, A.
, and
Pedreschi, D.
,
“
Explaining multi-label black-box classifiers for health applications
”
, in
International Workshop on Health Intelligence
, 2019.
DOI
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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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L. Pappalardo
,
Barlacchi, G.
,
Pellungrini, R.
, and
Simini, F.
,
“
Human Mobility from theory to practice: Data, Models and Applications
”
, in
Companion of The 2019 World Wide Web Conference, WWW 2019, San Francisco, CA, USA, May 13-17, 2019.
, 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.
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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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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