Publications

List of my papers at DBLP.
My citations and profile on Google Scholar.

Journal Papers

  1. F. Giannotti, L.V.S. Lakshmanan, A. Monreale, D. Pedreschi, H. Wang . Privacy-preserving Mining of Association Rules from Outsourced Transaction Databases in Clouds. IEEE Systems Journal, in press.
  2. M. Berlingerio, M. Coscia, F. Giannotti, A. Monreale, D. Pedreschi. Evolving Networks: Eras and Turning Points. Intelligent Data Analysis, special issue on Dynamic Networks and Knowledge Discovery. Vol. 17(1), 2013. IOS Press (to appear).
  3. M. Berlingerio, M. Coscia, F. Giannotti, A. Monreale, D. Pedreschi. Multidimensional Networks: Foundations of Structural Analysis. WWWJ, 2012 (to appear).
  4. S. Rinzivillo, S. Mainardi, F. Pezzoni, M. Coscia, D. Pedreschi, F. Giannotti. Discovering the Geographical Borders of Human Mobility. KI 26(3): 253-260, 2012.
  5. D. Janssens, F. Giannotti, M. Nanni, D. Pedreschi, S. Rinzivillo. Data Science for Simulating the Era of Electric Vehicles. KI 26(3): 275-278, 2012.
  6. R. Trasarti, F. Giannotti, M. Nanni, D. Pedreschi, C. Renso. A Query Language for Mobility Data Mining. IJDWM 7(1): 24-45 (2011)
  7. A. Gkoulalas-Divanis, Y. Saygin, D. Pedreschi: Privacy in mobility data mining. SIGKDD Explorations 13(1): 4-5, 2011.
  8. M. Coscia, F. Giannotti, D. Pedreschi: A classification for community discovery methods in complex networks. Statistical Analysis and Data Mining 4(5): 512-546, 2011.
  9. F. Giannotti, M. Nanni, D. Pedreschi, F. Pinelli, C. Renso, S. Rinzivillo, R. Trasarti. Unveiling the complexity of human mobility by querying and mining massive trajectory data. VLDB Journal 20(5): 695-719, 2011.
  10. M. Berlingerio, M. Coscia, F. Giannotti, A. Monreale, D. Pedreschi. The pursuit of hubbiness: analysis of hubs in large multidimensional networks. Journal of Computational Science, 2(3): 223-237, 2011.
  11. A. Monreale, R. Trasarti, D. Pedreschi, C. Renso, V. Bogorny. C-safety: a framework for the anonymization of semantic trajectories. Transactions on Data Privacy 4(2): 73-101 (2011).
  12. A. Monreale, G. L. Andrienko, N. V. Andrienko, F. Giannotti, D. Pedreschi, S. Rinzivillo, and S. Wrobel. Movement data anonymity through generalization. Transactions on Data Privacy, 3(2):91–121, August 2010.
  13. S. Ruggieri, D. Pedreschi, F. Turini. Integrating induction and deduction for finding evidence of discrimination. Artif. Intell. Law 18(1): 1-43, 2010.
  14. S. Ruggieri, D. Pedreschi, F. Turini. Data mining for discrimination discovery. TKDD 4(2), 2010.
  15. S. Basta, F. Giannotti, G. Manco, D Pedreschi, L. Spinsanti. SNIPER: A Data Mining Methodology for Fiscal Fraud Detection. ERCIM News 2009(78): (2009).
  16. S. Rinzivillo, D. Pedreschi, M. Nanni, F. Giannotti, N. V. Andrienko, G. L. Andrienko: Visually driven analysis of movement data by progressive clustering. Information Visualization 7(3-4): 225-239 (2008).
  17. M. Atzori, F. Bonchi, F. Giannotti, D. Pedreschi. Anonymity preserving pattern discovery. VLDB Journal 17(4): 703-727 (2008).

Conference and Workshop Papers

  1. D. Pedreschi, S. Ruggieri, F. Turini. The Discovery of Discrimination. Discrimination and Privacy in the Information Society 2013: 91-108, 2013.
  2. R. Liu, H. Wang, A. Monreale, D. Pedreschi, F. Giannotti3, W. Guo. AUDIO: An Integrity Auditing Framework of Outlier-Mining-as-a-Service Systems.  ECML PKDD 2012, pages:  1-18, 2012.
  3. M. Coscia, G. Rossetti, F. Giannotti, D. Pedreschi. DEMON: a local-first discovery method for overlapping communities. KDD 2012: 615-623, 2012.
  4. D. Pedreschi, S. Ruggieri, F. Turini. A study of top-k measures for discrimination discovery. SAC 2012: 126-131.
  5. M. Coscia, F. Giannotti, D. Pedreschi. Towards Democratic Group Detection in Complex Networks. SBP 2012: 105-113.
  6. M. Berlingerio, M. Coscia, F. Giannotti, A. Monreale, D. Pedreschi. Foundations of Multidimensional Network Analysis. ASONAM 2011, pages: 485-489, 2011.
  7. D. Wang, D. Pedreschi, C. Song, F. Giannotti, A-L. Barabási. Human mobility, social ties, and link prediction. KDD 2011: 1100-1108.
  8. C. Bisdikian, B. Mitschang, D. Pedreschi, V. S. Tseng, C. Bettini: Challenges for Mobile Data Management in the Era of Cloud and Social Computing. Mobile Data Management (1) 2011: 6.
  9. F. Giannotti, L.V.S. Lakshmanan, A. Monreale, D. Pedreschi, and H. Wang. Privacy-preserving data mining from outsourced databases. Proceedings in the 3rd International Conference on Computers, Privacy, and Data Protection: An element of choice 2011, pp. 411-426.
  10. M. Berlingerio, M. Coscia, F. Giannotti, A. Monreale, D. Pedreschi. Towards discovery of eras in social networks. Workshops Proceedings of the 26th International Conference on Data Engineering, ICDE 2010, pp. 278 – 281, IEEE, 2010.
  11. F. Giannotti, M. Nanni, Dino Pedreschi, F. Pinelli, C. Renso, S. Rinzivillo, R. Trasarti. Mobility data mining: discovering movement patterns from trajectory data. Computational Transportation Science 2010: 7-10.
  12. M. Nanni, R. Trasarti, C. Renso, F. Giannotti, D. Pedreschi: Advanced knowledge discovery on movement data with the GeoPKDD system. EDBT 2010: 693-696
  13. S. Ruggieri, D. Pedreschi, F. Turini. DCUBE: discrimination discovery in databases. SIGMOD Conference 2010: 1127-1130
  14. A. Monreale, R. Trasarti, C. Renso, D. Pedreschi, and V. Bogorny. Preserving privacy in semantic-rich trajectories of human mobility. Proceedings of the 3rd ACM SIGSPATIAL International Workshop on Security and Privacy in GIS and LBS, SPRINGL ’10, pp. 47–54, ACM, 2010.
  15. R. Trasarti, S. Rinzivillo, F. Pinelli, M. Nanni, A. Monreale, C. Renso, D. Pedreschi, F. Giannotti. Exploring Real Mobility Data with M-Atlas. ECML PKDD 2010. Volume 6323 of Lecture Notes in Computer Science, pages 624–627, Springer, 2010.
  16. M. Berlingerio, M. Coscia, F. Giannotti, A. Monreale, D. Pedreschi. As Time Goes by: Discovering Eras in Evolving Social Networks. PAKDD 2010. Volume 6118 of Lecture Notes in Computer Science, pages 81–90. Springer, 2010.

Book

  1. F. Giannotti, D. Pedreschi: Mobility, Data Mining and Privacy – Geographic Knowledge Discovery. Springer 2008.

Book Chapters

  1. A. Monreale, D. Pedreschi, and R. G. Pensa. Anonymity technologies for privacy-preserving data publishing and mining. In Francesco Bonchi and Elena Ferrari, editors, Privacy-Aware Knowledge Discovery: Novel Applications and New Techniques, pages 3-33. CRC Press, 2010.

Posters

  1. M. Berlingerio, M. Coscia, F. Giannotti, A. Monreale, D. Pedreschi. The Pursuit of Hubbiness. NetSci 2010, The International School and Conference on Network Science, MIT and Northeastern University in Cambridge and Boston, Massachusetts USA, 10-14 May, 2010.
  2. R. Trasarti, S. Rinzivillo, F. Pinelli, M. Nanni, A. Monreale, C. Renso, D. Pedreschi, F. Giannotti. Exploring Real Mobility Data with M-Atlas. Machine Learning and Knowledge Discovery in Databases, European Conference, ECML PKDD 2010.

Others ….

  1. F. Giannotti, L.V.S. Lakshmanan, A. Monreale, D. Pedreschi, and H. Wang. Privacy-preserving Mining of Association Rules from Outsourced Transaction Databases. Proceedings of the 20th Italian Symposium on Advanced Database Systems, SEBD 2012.
  2. M. Berlingerio, M. Coscia, F: Giannotti, A. Monreale, D. Pedreschi. As Time Goes By: Discovering Eras in Evolving Social Networks. Proceedings of the 18th Italian Symposium on Advanced Database Systems, SEBD 2010.
  3. R. G. Pensa, A. Monreale, F. Pinelli, and D. Pedreschi. Anonymous sequences from trajectory data. Proceedings of the 17th Italian Symposium on Advanced Database Systems, SEBD 2009.