Publications

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2012
Janssens, D, Giannotti F, Nanni M, Pedreschi D, Rinzivillo S.  2012.  Data Science for Simulating the Era of Electric Vehicles. KI - Künstliche Intelligenz.
2011
Trasarti, R, Pinelli F, Nanni M, Giannotti F.  2011.  Mining mobility user profiles for car pooling. KDD. :1190-1198.
Trasarti, R, Giannotti F, Nanni M, Pedreschi D, Renso C.  2011.  A Query Language for Mobility Data Mining. IJDWM. 7:24-45.
Ong, R, Pinelli F, Trasarti R, Nanni M, Renso C, Rinzivillo S, Giannotti F.  2011.  Traffic Jams Detection Using Flock Mining. ECML/PKDD (3). :650-653.
Giannotti, F, Nanni M, Pedreschi D, Pinelli F, Renso C, Rinzivillo S, Trasarti R.  2011.  Unveiling the complexity of human mobility by querying and mining massive trajectory data. VLDB J.. 20:695-719.
2010
Nanni, M, Trasarti R, Renso C, Giannotti F, Pedreschi D.  2010.  Advanced knowledge discovery on movement data with the GeoPKDD system. EDBT. :693-696.
Nanni, M, Trasarti R, Renso C, Giannotti F, Pedreschi D.  2010.  Advanced knowledge discovery on movement data with the GeoPKDD system. EDBT. :693-696.
Trasarti, R, Rinzivillo S, Pinelli F, Nanni M, Monreale A, Renso C, Pedreschi D, Giannotti F.  2010.  Exploring Real Mobility Data with M-Atlas. ECML/PKDD (3). :624-627.
Giannotti, F, Nanni M, Pedreschi D, Pinelli F, Renso C, Rinzivillo S, Trasarti R.  2010.  Mobility data mining: discovering movement patterns from trajectory data. Computational Transportation Science. :7-10.
Nanni, M, Trasarti R.  2010.  Querying and mining trajectories with gaps: a multi-path reconstruction approach (Extended Abstract). SEBD. :126-133.
Kisilevich, S, Mansmann F, Nanni M, Rinzivillo S.  2010.  Spatio-temporal clustering. Data Mining and Knowledge Discovery Handbook. :855-874.
2009
Giannotti, F, Nanni M, Pedreschi D, Pinelli F.  2009.  Trajectory pattern analysis for urban traffic. Second International Workshop on Computational Transportation Science. :43-47.
Giannotti, F, Nanni M, Pedreschi D, Renso C, Rinzivillo S, Trasarti R.  2009.  GeoPKDD – Geographic Privacy-aware Knowledge Discovery. The European Future Technologies Conference (FET 2009).
Nanni, M, Trasarti R.  2009.  K-BestMatch Reconstruction and Comparison of Trajectory Data. ICDM Workshops. :610-615.
Nanni, M, Trasarti R.  2009.  K-BestMatch Reconstruction and Comparison of Trajectory Data. ICDM Workshops. :610-615.
Giannotti, F, Nanni M, Pedreschi D, Renso C, Trasarti R.  2009.  Mining Mobility Behavior from Trajectory Data. CSE (4). :948-951.
Berlingerio, M, Pinelli F, Nanni M, Giannotti F.  2009.  Temporal mining for interactive workflow data analysis. KDD. :109-118.
Andrienko, GL, Andrienko NV, Rinzivillo S, Nanni M, Pedreschi D.  2009.  A Visual Analytics Toolkit for Cluster-Based Classification of Mobility Data. SSTD. :432-435.
Andrienko, G, Andrienko N, Rinzivillo S, Nanni M, Pedreschi D, Giannotti F.  2009.  Visual Cluster Analysis of Large Collections of Trajectories. IEEE Visual Analytics Science and Tecnology (VAST 2009).
2008
Nanni, M, Kuijpers B, Körner C, May M, Pedreschi D.  2008.  Spatiotemporal Data Mining. Mobility, Data Mining and Privacy. :267-296.
Rinzivillo, S, Pedreschi D, Nanni M, Giannotti F, Andrienko N, Andrienko G.  2008.  Visually driven analysis of movement data by progressive clustering. Information Visualization. 7:225-239.
Berlingerio, M, Giannotti F, Nanni M, Pinelli F.  2008.  Temporal analysis of process logs: a case study. SEBD. :430-437.
2007
Giannotti, F, Nanni M, Pinelli F, Pedreschi D.  2007.  Trajectory pattern mining. KDD. :330-339.
2006
Giannotti, F, Nanni M, Pedreschi D.  2006.  Efficient Mining of Temporally Annotated Sequences. SDM.
Giannotti, F, Nanni M, Pedreschi D, Pinelli F.  2006.  Mining sequences with temporal annotations. SAC. :593-597.