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Riccardo Guidotti
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M
A. Botea
,
Braghin, S.
,
Lopes, N.
,
Guidotti, R.
, and
Pratesi, F.
,
“
Managing travels with PETRA: The Rome use case
”
, in
2015 31st IEEE International Conference on Data Engineering Workshops (ICDEW)
, 2015.
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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.
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R. Guidotti
,
Monreale, A.
, and
Rinzivillo, S.
,
“
Learning Data Mining
”
, in
2018 IEEE 5th International Conference on Data Science and Advanced Analytics (DSAA)2018 IEEE 5th International Conference on Data Science and Advanced Analytics (DSAA)
, 2018.
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K
R. Guidotti
and
Rossetti, G.
,
“
“Know Thyself” How Personal Music Tastes Shape the Last.Fm Online Social Network
”
, in
Formal Methods. FM 2019 International Workshops
, Cham, 2020.
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R. Guidotti
and
Rossetti, G.
,
“
“Know Thyself” How Personal Music Tastes Shape the Last.Fm Online Social Network
”
, in
Formal Methods. FM 2019 International Workshops
, Cham, 2020.
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R. Guidotti
and
Rossetti, G.
,
“
“Know Thyself” How Personal Music Tastes Shape the Last. Fm Online Social Network
”
, in
International Symposium on Formal Methods
, 2019.
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I
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.
, 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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G. Rossetti
,
Guidotti, R.
,
Pennacchioli, D.
,
Pedreschi, D.
, and
Giannotti, F.
,
“
Interaction Prediction in Dynamic Networks exploiting Community Discovery
”
, in
International conference on Advances in Social Network Analysis and Mining, ASONAM 2015
, Paris, France, 2015.
DOI
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M. Nanni
,
Kotthoff, L.
,
Guidotti, R.
,
O'Sullivan, B.
, and
Pedreschi, D.
,
“
ICON Loop Carpooling Show Case
”
,
Data Mining and Constraint Programming: Foundations of a Cross-Disciplinary Approach
, vol. 10101, p. 310, 2017.
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H
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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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.
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G
R. Guidotti
,
Coscia, M.
,
Pedreschi, D.
, and
Pennacchioli, D.
,
“
Going Beyond GDP to Nowcast Well-Being Using Retail Market Data
”
, in
Advances in Network Science
, Springer International Publishing, 2016, pp. 29–42.
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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M. Setzu
,
Guidotti, R.
,
Monreale, A.
, and
Turini, F.
,
“
Global Explanations with Local Scoring
”
, in
Machine Learning and Knowledge Discovery in Databases
, Cham, 2020.
DOI
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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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F
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
, 2017.
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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L. Kotthoff
,
Nanni, M.
,
Guidotti, R.
, and
O'Sullivan, B.
,
“
Find Your Way Back: Mobility Profile Mining with Constraints
”
, in
Principles and Practice of Constraint Programming
, Cork, 2015.
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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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E
M. Natilli
,
Monreale, A.
,
Guidotti, R.
, and
Pappalardo, L.
,
“
Exploring Students Eating Habits Through Individual Profiling and Clustering Analysis
”
, in
ECML PKDD 2018 Workshops
, 2018.
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R. Guidotti
,
Soldani, J.
,
Neri, D.
, and
Brogi, A.
,
“
Explaining successful docker images using pattern mining analysis
”
, in
Federation of International Conferences on Software Technologies: Applications and Foundations
, 2018.
DOI
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A. Fedele
,
Guidotti, R.
, and
Pedreschi, D.
,
“
Explaining Siamese Networks in Few-Shot Learning for Audio Data
”
, in
Discovery Science - 25th International Conference, DS 2022, Montpellier, France, October 10-12, 2022, Proceedings
, 2022.
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O. Lampridis
,
Guidotti, R.
, and
Ruggieri, S.
,
“
Explaining Sentiment Classification with Synthetic Exemplars and Counter-Exemplars
”
, in
Discovery Science
, Cham, 2020.
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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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