Publications

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

 

Journal Papers

  1. S. Hajian, J. Domingo-Ferrer, A. Monreale, D. Pedreschi, F. Giannotti. Discrimination- and privacy-aware patterns. Data Mining and Knowledge Discovery. 2014.
  2. A. Monreale, S. Rinzivillo, F. Pratesi, F. Giannotti and D. Pedreschi. Privacy-by-design in big data analytics and social mining. EPJ Data Science3:10, 2014.
  3. A. Monreale, D. Pedreschi, R. G. Pensa, F. Pinelli. Anonymity preserving sequential pattern mining. Artificial Intelligence Law 22(2): 141-173, 2014.
  4. 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 2013.
  5. F. Giannotti, L.V.S. Lakshmanan, A. Monreale, D. Pedreschi, H. Wang. Privacy-preserving Mining of Association Rules from Outsourced Transaction Databases. IEEE Systems Journal 7(3): 385-395, 2013.
  6. M. Berlingerio, M. Coscia, F. Giannotti, A. Monreale, D. Pedreschi. Multidimensional Networks: Foundations of Structural Analysis. World Wide Web Journal, Volume 16, Issue 5-6, pages 567-593, 2013.
  7. 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.
  8. 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.
  9. 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, 2010.

Conference and Workshop Papers

  1. S. Hajian, A. Monreale, D. Pedreschi, J. Domingo-Ferrer, F. Giannotti: Fair pattern discovery. ACM Symposium on Applied Computing (SAC 2014): 113-120, 2014.
  2. A. Basu, A. Monreale, J. C. Corena, F. Giannotti, D. Pedreschi, S. Kiyomoto, Y. Miyake, T. Yanagihara, R. Trasarti: A Privacy Risk Model for Trajectory DataIFIPTM 2014,  pages 125-140, 2014.
  3. F. Giannotti, L. Milli, A. Monreale, D. Pedreschi, G. Rossetti, and F. Sebastiani. Quantification Trees. The 13th IEEE International Conference on Data Mining (ICDM 2013), pages: 528-536, 2013.
  4. A. Monreale, W.H. Wang, F. Pratesi, S. Rinzivillo, D. Pedreschi, G. Andrienko, and N. Andrienko. Privacy-preserving Distributed Movement Data Aggregation. The 16th AGILE Conference on Geographic Information Science, pages: 225-245, 2013.
  5. S. Mascetti, A. Monreale, A. Ricci, A. Gerino. Anonymity: a Comparison between the Legal and Computer Science Perspectives. The 5rd International Conference on Computers, Privacy, and Data Protection: “European Data Protection: Coming of Age”, pages: 85-115, 2013.
  6. S. Hajian, A. Monreale, D. Pedreschi, J. Domingo-Ferrer, F. Giannotti: Injecting Discrimination and Privacy Awareness Into Pattern Discovery. ICDM Workshops 2012: 360-369.
  7. R. Liu, H. Wang, A. Monreale, D. Pedreschi, F. Giannotti, W. Guo. AUDIO: An Integrity Auditing Framework of Outlier-Mining-as-a-Service Systems.  The European Conference on  Machine Learning and Knowledge Discovery in Databases, ECML PKDD, pages:1-18, 2012. 
  8. G. Bachi, M. Coscia, A. Monreale, F. Giannotti. Classifying Trust/ Distrust Relationships in Online Social Networks. SocialCom/PASSAT 2012, pages: 552-557, 2012.
  9. M. Berlingerio, M. Coscia, F. Giannotti, A. Monreale, D. Pedreschi. Foundations of Multidimensional Network Analysis. The International Conference on Advances in Social Networks Analysis and Mining (ASONAM 2011), pages: 485-489, 2011.
  10. F. Giannotti, L.V.S. Lakshmanan, A. Monreale, D. Pedreschi, and H. Wang. Privacy-preserving data mining from outsourced databases. The 3rd International Conference on Computers, Privacy, and Data Protection: An element of choice 2011, pages: 411-426.
  11. 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.
  12. A. Monreale, R. Trasarti, C. Renso, D. Pedreschi, and V. Bogorny. Preserving privacy in semantic-rich trajectories of human mobility. The 3rd ACM SIGSPATIAL International Workshop on Security and Privacy in GIS and LBS, SPRINGL ’10, in conjunction with SIGSPATIAL ACM GIS 2010 Conference, pp. 47–54, ACM, 2010.
  13. R. Trasarti, S. Rinzivillo, F. Pinelli, M. Nanni, A. Monreale, C. Renso, D. Pedreschi, F. Giannotti. Exploring Real Mobility Data with M-Atlas. The European Conference on Machine Learning and Knowledge Discovery in Databases, ECML PKDD 2010, pages: 624–627, 2010.
  14. M. Berlingerio, M. Coscia, F. Giannotti, A. Monreale, D. Pedreschi. As Time Goes by: Discovering Eras in Evolving Social Networks. The 14th Pacific-Asia Conference on Advances in Knowledge Discovery and Data Mining, PAKDD 2010, pages 81-90, 2010.
  15. G. Andrienko, N. Andrienko, F. Giannotti, A. Monreale, and D. Pedreschi. Movement data anonymity through generalization. The 2nd SIGSPATIAL ACM GIS 2009 International Workshop on Security and Privacy in GIS and LBS, SPRINGL ’09, in conjunction with SIGSPATIAL ACM GIS 2009 Conference, pages 27–31. ACM, 2009.
  16. A. Monreale, F. Pinelli, R. Trasarti, and F. Giannotti. WhereNext: a location predictor on trajectory pattern mining.  The 15th ACM SIGKDD International Conference on Knowledge Discovery and Data Mining, KDD 2009, pages 637–646. ACM, 2009.
  17. R. G. Pensa, A. Monreale, F. Pinelli, and D. Pedreschi. Pattern-preserving k-anonymization of sequences and its application to mobility data mining. The 1st International Workshop on Privacy in Location-Based Applications, PiLBA’08, in conjunction with ESORICS 2008. CEUR-WS.org/Volume 397.
  18. F. Pinelli, A. Monreale, R. Trasarti, and F. Giannotti. Location prediction within the mobility data analysis environment daedalus. The 5th Annual International Conference on Mobile and Ubiquitous Systems: Computing, Networking, and Services, MobiQuitous 2008, ACM, 2008.

Book Chapters

  1. F. Giannotti, A. Monreale, D. Pedreschi. Mobility Data and Privacy. In C. Renso, S. Spaccapietra, E. Zimanyi editors, Mobility Data Modeling, Management, and Understanding, pages 174-193, 2013.
  2. N. Corona, F. Giannotti, A. Monreale, R. Trasarti. On Predicting the Future Locations of Moving Objects: The State of the Art.  In Davy Janssens, Ansar-Ul-Haque Yasar and Luk Knapen editors, Data Science and Simulation in Transportation Research, pages 30-47, 2013.
  3. A. Monreale, D. Pedreschi, R. G. Pensa. Anonymity technologies for privacy-preserving data publishing and mining. In F. Bonchi and E. 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. The European Conference Machine Learning and Knowledge Discovery in Databases, ECML PKDD 2010.

Others ….

  1. M. Magnani, A. Monreale, G. Rossetti, F. Giannotti. On multidimensional network measures. The 21th Italian Symposium on Advanced Database Systems, SEBD 2013.
  2. F. Giannotti, L.V.S. Lakshmanan, A. Monreale, D. Pedreschi, and H. Wang. Privacy-preserving Mining of Association Rules from Outsourced Transaction Databases. The 20th Italian Symposium on Advanced Database Systems, SEBD 2012.
  3. A. Monreale. Privacy by Design in Data Mining. PhD Thesis, Department of Computer Science, University of Pisa, 21 June 2011.
  4. M. Berlingerio, M. Coscia, F: Giannotti, A. Monreale, D. Pedreschi. As Time Goes By: Discovering Eras in Evolving Social Networks. The 18th Italian Symposium on Advanced Database Systems, SEBD 2010.
  5. A. Monreale, F. Pinelli, R. Trasarti, F. Giannotti. Location Prediction through Trajectory Pattern Mining. The 18th Italian Symposium on Advanced Database Systems, SEBD 2010.
  6. R. G. Pensa, A. Monreale, F. Pinelli, and D. Pedreschi. Anonymous sequences from trajectory data. The 17th Italian Symposium on Advanced Database Systems, SEBD 2009.
  7. A. Monreale and G. Monreale. Interpretazione Astratta per il pi-Calcolo. M.Sc.Thesis, University of Pisa, Pisa, October 2007. [In Italian]