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Fosca Giannotti
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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
,
Monreale, A.
,
Ruggieri, S.
,
Pedreschi, D.
,
Turini, F.
, and
Giannotti, F.
,
“
Local Rule-Based Explanations of Black Box Decision Systems
”
, 2018.
Google Scholar
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B. Furletti
,
Trasarti, R.
,
Gabrielli, L.
,
Rinzivillo, S.
,
Pappalardo, L.
, and
Giannotti, F.
,
“
Analisi di Mobilita' con dati eterogenei
”
, ISTI - CNR, Pisa, 2012.
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Miscellaneous
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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Journal Article
F. Bonchi
,
Giannotti, F.
,
Gozzi, C.
,
Manco, G.
,
Nanni, M.
,
Pedreschi, D.
,
Renso, C.
, and
Ruggieri, S.
,
“
Web log data warehousing and mining for intelligent web caching
”
,
Data Knowl. Eng.
, vol. 39, pp. 165-189, 2001.
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F. Bonchi
,
Giannotti, F.
,
Gozzi, C.
,
Manco, G.
,
Nanni, M.
,
Pedreschi, D.
,
Renso, C.
, and
Ruggieri, S.
,
“
Web log data warehousing and mining for intelligent web caching
”
,
Data Knowl. Eng.
, vol. 39, pp. 165-189, 2001.
Google Scholar
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F. Bonchi
,
Giannotti, F.
,
Gozzi, C.
,
Manco, G.
,
Nanni, M.
,
Pedreschi, D.
,
Renso, C.
, and
Ruggieri, S.
,
“
Web Log Data Warehousing and Mining for Intelligent Web Caching
”
,
Data and Knowledge Engineering
, 2001.
Google Scholar
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S. Rinzivillo
,
Pedreschi, D.
,
Nanni, M.
,
Giannotti, F.
,
Andrienko, N.
, and
Andrienko, G.
,
“
Visually driven analysis of movement data by progressive clustering
”
,
Information Visualization
, vol. 7, pp. 225-239, 2008.
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F. Giannotti
,
Nanni, M.
,
Pedreschi, D.
,
Pinelli, F.
,
Renso, C.
,
Rinzivillo, S.
, and
Trasarti, R.
,
“
Unveiling the complexity of human mobility by querying and mining massive trajectory data
”
,
VLDB J.
, vol. 20, pp. 695-719, 2011.
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R. Guidotti
,
Monreale, A.
,
Rinzivillo, S.
,
Pedreschi, D.
, and
Giannotti, F.
,
“
Unveiling mobility complexity through complex network analysis
”
,
Social Network Analysis and Mining
, vol. 6, p. 59, 2016.
DOI
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L. Pappalardo
,
Rinzivillo, S.
,
Qu, Z.
,
Pedreschi, D.
, and
Giannotti, F.
,
“
{Understanding the patterns of car travel}
”
,
The European Physical Journal Special Topics
, vol. 215, pp. 61–73, 2013.
DOI
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M. Coscia
,
Rossetti, G.
,
Giannotti, F.
, and
Pedreschi, D.
,
“
Uncovering Hierarchical and Overlapping Communities with a Local-First Approach
”
,
{TKDD}
, vol. 9, p. 6, 2014.
DOI
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A. Rauber
,
Trasarti, R.
, and
Giannotti, F.
,
“
Transparency in Algorithmic Decision Making
”
,
ERCIM News
, 2019.
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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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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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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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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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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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F. Giannotti
,
Manco, G.
, and
Turini, F.
,
“
Specifying Mining Algorithms with Iterative User-Defined Aggregates
”
,
IEEE Trans. Knowl. Data Eng.
, vol. 16, pp. 1232-1246, 2004.
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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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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.
DOI
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M. Batty
,
Axhausen, K. W.
,
Giannotti, F.
,
Pozdnoukhov, A.
,
Bazzani, A.
,
Wachowicz, M.
,
Ouzounis, G.
, and
Portugali, Y.
,
“
Smart cities of the future
”
,
European Physical Journal-Special Topics
, vol. 214, p. 481, 2012.
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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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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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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