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F. Bonchi
,
Giannotti, F.
, and
Pedreschi, D.
,
“
A Relational Query Primitive for Constraint-Based Pattern Mining
”
, in
Constraint-Based Mining and Inductive Databases
, 2004, pp. 14-37.
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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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D. Pennacchioli
,
Coscia, M.
,
Rinzivillo, S.
,
Giannotti, F.
, and
Pedreschi, D.
,
“
The retail market as a complex system
”
,
EPJ Data Science
, vol. 3, pp. 1–27, 2014.
DOI
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R. Guidotti
,
Monreale, A.
,
Rinzivillo, S.
,
Pedreschi, D.
, and
Giannotti, F.
,
“
Retrieving Points of Interest from Human Systematic Movements
”
, in
Software Engineering and Formal Methods
, Springer International Publishing, 2014, pp. 294–308.
DOI
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L. Pappalardo
,
Simini, F.
,
Rinzivillo, S.
,
Pedreschi, D.
,
Giannotti, F.
, and
Barabasi, A. - L.
,
“
Returners and explorers dichotomy in human mobility
”
,
Nat Commun
, vol. 6, 2015.
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A. Basu
,
Monreale, A.
,
Trasarti, R.
,
Corena, J. C.
,
Giannotti, F.
,
Pedreschi, D.
,
Kiyomoto, S.
,
Miyake, Y.
, and
Yanagihara, T.
,
“
A risk model for privacy in trajectory data
”
,
Journal of Trust Management
, vol. 2, p. 9, 2015.
DOI
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S
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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F. Giannotti
,
Pedreschi, D.
, and
Zaniolo, C.
,
“
Semantics and Expressive Power of Nondeterministic Constructs in Deductive Databases
”
,
J. Comput. Syst. Sci.
, vol. 62, pp. 15-42, 2001.
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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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S. Marchetti
,
Giusti, C.
,
Pratesi, M.
,
Salvati, N.
,
Giannotti, F.
,
Pedreschi, D.
,
Rinzivillo, S.
,
Pappalardo, L.
, and
Gabrielli, L.
,
“
Small Area Model-Based Estimators Using Big Data Sources
”
,
Journal of Official Statistics
, vol. 31, pp. 263–281, 2015.
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M. Coscia
,
Rinzivillo, S.
,
Giannotti, F.
, and
Pedreschi, D.
,
“
Spatial and Temporal Evaluation of Network-based Analysis of Human Mobility
”
,
Social Network Analysis and Mining
, vol. to appear, 2013.
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M. Nanni
,
Kuijpers, B.
,
Körner, C.
,
May, M.
, and
Pedreschi, D.
,
“
Spatiotemporal Data Mining
”
, in
Mobility, Data Mining and Privacy
, 2008, pp. 267-296.
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R. Guidotti
,
Monreale, A.
,
Ruggieri, S.
,
Naretto, F.
,
Turini, F.
,
Pedreschi, D.
, and
Giannotti, F.
,
“
Stable and actionable explanations of black-box models through factual and counterfactual rules
”
,
Data Mining and Knowledge Discovery
, 2022.
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R. Ong
,
Nanni, M.
,
Renso, C.
,
Wachowicz, M.
, and
Pedreschi, D.
,
“
A Study on Parameter Estimation for a Mining Flock Algorithm
”
, in
Mining Complex Patterns Workshop, ECML PKDD 2013
, 2013.
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G. Rossetti
,
Guidotti, R.
,
Miliou, I.
,
Pedreschi, D.
, and
Giannotti, F.
,
“
A supervised approach for intra-/inter-community interaction prediction in dynamic social networks
”
,
Social Network Analysis and Mining
, vol. 6, p. 86, 2016.
DOI
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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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F. Giannotti
,
Matteucci, A.
,
Pedreschi, D.
, and
Turini, F.
,
“
Symbolic Evaluation with Structural Recursive Symbolic Constants
”
,
Sci. Comput. Program.
, vol. 9, pp. 161-177, 1987.
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V. Ambriola
,
Giannotti, F.
,
Pedreschi, D.
, and
Turini, F.
,
“
Symbolic Semantics and Program Reduction
”
,
IEEE Trans. Software Eng.
, vol. 11, pp. 784-794, 1985.
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T
A. Brogi
,
Mancarella, P.
,
Pedreschi, D.
, and
Turini, F.
,
“
Theory Construction in Computational Logic
”
, in
ICLP Workshop on Construction of Logic Programs
, 1991, pp. 241-250.
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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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D. Pennacchioli
,
Rossetti, G.
,
Pappalardo, L.
,
Pedreschi, D.
,
Giannotti, F.
, and
Coscia, M.
,
“
The Three Dimensions of Social Prominence
”
, in
Social Informatics - 5th International Conference, SocInfo 2013, Kyoto, Japan, November 25-27, 2013, Proceedings
, 2013.
DOI
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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.
DOI
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M. Nanni
and
Pedreschi, D.
,
“
Time-focused clustering of trajectories of moving objects
”
,
J. Intell. Inf. Syst.
, vol. 27, pp. 267-289, 2006.
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M. Berlingerio
,
Coscia, M.
,
Giannotti, F.
,
Monreale, A.
, and
Pedreschi, D.
,
“
Towards Discovery of Eras in Social Networks
”
, in
M3SN 2010 Workshop, in conjunction with ICDE2010
, 2010.
DOI
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M. Atzori
,
Bonchi, F.
,
Giannotti, F.
, and
Pedreschi, D.
,
“
Towards low-perturbation anonymity preserving pattern discovery
”
, in
SAC
, 2006, pp. 588-592.
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