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Dino Pedreschi
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2019
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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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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2020
M. Natilli
,
Fadda, D.
,
Rinzivillo, S.
,
Pedreschi, D.
, and
Licari, F.
,
“
Analysis and Visualization of Performance Indicators in University Admission Tests
”
, in
Formal Methods. FM 2019 International Workshops
, Cham, 2020.
DOI
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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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R. Guidotti
,
Monreale, A.
,
Matwin, S.
, and
Pedreschi, D.
,
“
Black Box Explanation by Learning Image Exemplars in the Latent Feature Space
”
, in
Machine Learning and Knowledge Discovery in Databases
, Cham, 2020.
DOI
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B. Qureshi
,
Kamiran, F.
,
Karim, A.
,
Ruggieri, S.
, and
Pedreschi, D.
,
“
Causal inference for social discrimination reasoning
”
, vol. 54, pp. 425 - 437, 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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A. Rossi
,
Pedreschi, D.
,
Clifton, D. A.
, and
Morelli, D.
,
“
Error Estimation of Ultra-Short Heart Rate Variability Parameters: Effect of Missing Data Caused by Motion Artifacts
”
,
Sensors
, vol. 20, p. 7122, 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
,
Pappalardo, L.
,
Passarella, A.
,
Pedreschi, D.
,
Pollacci, L.
,
Pratesi, F.
, and
Sharma, R.
,
“
Human migration: the big data perspective
”
,
International Journal of Data Science and Analytics
, pp. 1–20, 2020.
DOI
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P. Bonato
,
Cintia, P.
,
Fabbri, F.
,
Fadda, D.
,
Giannotti, F.
,
Lopalco, P. Luigi
,
Mazzilli, S.
,
Nanni, M.
,
Pappalardo, L.
,
Pedreschi, D.
,
Penone, F.
,
Rinzivillo, S.
,
Rossetti, G.
,
Savarese, M.
, and
Tavoschi, L.
,
“
Mobile phone data analytics against the COVID-19 epidemics in Italy: flow diversity and local job markets during the national lockdown
”
. 2020.
DOI
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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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2021
F. Bodria
,
Giannotti, F.
,
Guidotti, R.
,
Naretto, F.
,
Pedreschi, D.
, and
Rinzivillo, S.
,
“
Benchmarking and Survey of Explanation Methods for Black Box Models
”
,
CoRR
, vol. abs/2102.13076, 2021.
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M. Nanni
,
Andrienko, G.
,
Barabasi, A. - L.
,
Boldrini, C.
,
Bonchi, F.
,
Cattuto, C.
,
Chiaromonte, F.
,
Comandé, G.
,
Conti, M.
,
Coté, M.
,
Dignum, F.
,
Dignum, V.
,
Domingo-Ferrer, J.
,
Ferragina, P.
,
Giannotti, F.
,
Guidotti, R.
,
Helbing, D.
,
Kaski, K.
,
Kertész, J.
,
Lehmann, S.
,
Lepri, B.
,
Lukowicz, P.
,
Matwin, S.
,
Jiménez, D. Megías
,
Monreale, A.
,
Morik, K.
,
Oliver, N.
,
Passarella, A.
,
Passerini, A.
,
Pedreschi, D.
,
Pentland, A.
,
Pianesi, F.
,
Pratesi, F.
,
Rinzivillo, S.
,
Ruggieri, S.
,
Siebes, A.
,
Torra, V.
,
Trasarti, R.
,
van den Hoven, J.
, and
Vespignani, A.
,
“
Give more data, awareness and control to individual citizens, and they will help COVID-19 containment
”
, 2021.
DOI
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M. Setzu
,
Guidotti, R.
,
Monreale, A.
,
Turini, F.
,
Pedreschi, D.
, and
Giannotti, F.
,
“
GLocalX - From Local to Global Explanations of Black Box AI Models
”
, vol. 294, p. 103457, 2021.
DOI
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L. Pappalardo
,
Grossi, V.
, and
Pedreschi, D.
,
“
Introduction to the special issue on social mining and big data ecosystem for open, responsible data science
”
, 2021.
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2022
G. Cornacchia
,
Böhm, M.
,
Mauro, G.
,
Nanni, M.
,
Pedreschi, D.
, and
Pappalardo, L.
,
“
How Routing Strategies Impact Urban Emissions
”
, in
Proceedings of the 30th International Conference on Advances in Geographic Information Systems
, New York, NY, USA, 2022.
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A. Rita Nogueira
,
Pugnana, A.
,
Ruggieri, S.
,
Pedreschi, D.
, and
Gama, J.
,
“
Methods and tools for causal discovery and causal inference
”
,
WIREs Data Mining Knowl. Discov.
, vol. 12, 2022.
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L. Corbucci
,
Monreale, A.
,
Panigutti, C.
,
Natilli, M.
,
Smiraglio, S.
, and
Pedreschi, D.
,
“
Semantic Enrichment of XAI Explanations for Healthcare
”
,
24th International Conference on Artificial Intelligence
. 2022.
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