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Fosca Giannotti
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G. Amato
,
Candela, L.
,
Castelli, D.
,
Esuli, A.
,
Falchi, F.
,
Gennaro, C.
,
Giannotti, F.
,
Monreale, A.
,
Nanni, M.
,
Pagano, P.
,
Pappalardo, L.
,
Pedreschi, D.
,
Pratesi, F.
,
Rabitti, F.
,
Rinzivillo, S.
,
Rossetti, G.
,
Ruggieri, S.
,
Sebastiani, F.
, and
Tesconi, M.
,
“
How Data Mining and Machine Learning Evolved from Relational Data Base to Data Science
”
, in
A Comprehensive Guide Through the Italian Database Research Over the Last 25 Years
,
S. Flesca
,
Greco, S.
,
Masciari, E.
, and
Saccà, D.
, Eds.
Cham: Springer International Publishing, 2018, pp. 287 - 306.
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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L. Candela
,
Manghi, P.
,
Giannotti, F.
,
Grossi, V.
, and
Trasarti, R.
,
“
HyWare: a HYbrid Workflow lAnguage for Research E-infrastructures
”
,
D-Lib Magazine
, vol. 23, 2017.
DOI
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I
R. Trasarti
,
Pinelli, F.
,
Nanni, M.
, and
Giannotti, F.
,
“
Individual Mobility Profiles: Methods and Application on Vehicle Sharing
”
, in
Twentieth Italian Symposium on Advanced Database Systems, {SEBD} 2012, Venice, Italy, June 24-27, 2012, Proceedings
, 2012.
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L. Milli
,
Rossetti, G.
,
Pedreschi, D.
, and
Giannotti, F.
,
“
Information diffusion in complex networks: The active/passive conundrum
”
, in
International Workshop on Complex Networks and their Applications
, 2017.
DOI
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S. Hajian
,
Monreale, A.
,
Pedreschi, D.
,
Domingo-Ferrer, J.
, and
Giannotti, F.
,
“
Injecting Discrimination and Privacy Awareness Into Pattern Discovery
”
, in
12th {IEEE} International Conference on Data Mining Workshops, {ICDM} Workshops, Brussels, Belgium, December 10, 2012
, 2012, pp. 360–369.
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F. Giannotti
,
Manco, G.
,
Nanni, M.
,
Pedreschi, D.
, and
Turini, F.
,
“
Integration of Deduction and Induction for Mining Supermarket Sales Data
”
, in
SEBD
, 1999, pp. 117-131.
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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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F. Bonchi
,
Giannotti, F.
,
Lucchese, C.
,
Orlando, S.
,
Perego, R.
, and
Trasarti, R.
,
“
On Interactive Pattern Mining from Relational Databases
”
, in
KDID
, 2006, pp. 42-62.
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C. Lucchese
,
Bonchi, F.
,
Giannotti, F.
,
Orlando, S.
,
Perego, R.
, and
Trasarti, R.
,
“
On Interactive Pattern Mining from Relational Databases
”
, in
SEBD
, 2006, pp. 329-338.
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F. Giannotti
,
“
Invited talk: Logical Data Mining Query Languages
”
, in
KDID
, 2002, p. 1.
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L. Pollacci
,
Guidotti, R.
,
Rossetti, G.
,
Giannotti, F.
, and
Pedreschi, D.
,
“
The italian music superdiversity
”
,
Multimedia Tools and Applications
, pp. 1–23, 2018.
DOI
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K
J. - F. Boulicaut
,
Esposito, F.
,
Giannotti, F.
, and
Pedreschi, D.
,
“
Knowledge Discovery in Databases: PKDD 2004, 8th European Conference on Principles and Practice of Knowledge Discovery in Databases, Pisa, Italy, September 20-24, 2004, Proceedings
”
,
Lecture Notes in Computer Science
, vol. 3202. Springer, 2004.
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L
F. Giannotti
and
Manco, G.
,
“
LDL-M$_{\mbox{ine}}$: Integrating Data Mining with Intelligent Query Answering
”
, in
JELIA
, 2002, pp. 517-520.
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G. Rossetti
,
Berlingerio, M.
, and
Giannotti, F.
,
“
Link Prediction su Reti Multidimensionali
”
, in
Sistemi Evoluti per Basi di Dati - {SEBD} 2011, Proceedings of the Nineteenth Italian Symposium on Advanced Database Systems, Maratea, Italy, June 26-29, 2011
, 2011.
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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.
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A. Monreale
,
Pinelli, F.
,
Trasarti, R.
, and
Giannotti, F.
,
“
Location Prediction through Trajectory Pattern Mining (Extended Abstract)
”
, in
SEBD
, 2010, pp. 134-141.
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F. Pinelli
,
Monreale, A.
,
Trasarti, R.
, and
Giannotti, F.
,
“
Location prediction within the mobility data analysis environment Daedalus
”
,
First International Workshop on Computational Transportation Science
. Dublin, Ireland, 2008.
DOI
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F. Giannotti
,
Manco, G.
, and
Wijsen, J.
,
“
Logical Languages for Data Mining
”
, in
Logics for Emerging Applications of Databases
, 2003, pp. 325-361.
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F. Giannotti
,
Nanni, M.
, and
Pedreschi, D.
,
“
Logic-Based Knowledge Discovery in Databases
”
, in
EJC
, 2000, pp. 279-283.
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M
J. - F. Boulicaut
,
Esposito, F.
,
Giannotti, F.
, and
Pedreschi, D.
,
“
Machine Learning: ECML 2004, 15th European Conference on Machine Learning, Pisa, Italy, September 20-24, 2004, Proceedings
”
,
Lecture Notes in Computer Science
, vol. 3201. Springer, 2004.
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F. Giannotti
and
Manco, G.
,
“
Making Knowledge Extraction and Reasoning Closer
”
, in
PAKDD
, 2000, pp. 360-371.
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R. Guidotti
,
Rossetti, G.
,
Pappalardo, L.
,
Giannotti, F.
, and
Pedreschi, D.
,
“
Market Basket Prediction using User-Centric Temporal Annotated Recurring Sequences
”
, in
2017 IEEE International Conference on Data Mining (ICDM)
, 2017.
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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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M. Berlingerio
,
Bonchi, F.
,
Giannotti, F.
, and
Turini, F.
,
“
Mining Clinical Data with a Temporal Dimension: A Case Study
”
, in
BIBM
, 2007, pp. 429-436.
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