S. Hajian, J. Domingo-Ferrer, A. Monreale, D. Pedreschi, F. Giannotti. Discrimination- and privacy-aware patterns. Published at Data Mining and Knowledge Discovery, 2014.
New paper accepted at EPJ Data Science 2014 on Privacy-by-Design
A. Monreale, S. Rinzivillo, F. Pratesi, F. Giannotti and D. Pedreschi. Privacy-by-design in big data analytics and social mining. Published at EPJ Data Science 2014.
New paper accepted at ICDM 2013 on Quantification
F. Giannotti, L. Milli, A. Monreale, D. Pedreschi, G. Rossetti, and F. Sebastiani. Quantification Trees. Published at ICDM 2013
Workshop PriSMO 2013
I’m organizing the 1st International Workshop on Privacy and Security for Moving Object (PriSMO 2013). In conjunction with MDM 2013, Milan, June 3, 2013.
New paper on privacy in distributed movement data
A. Monreale, W.H. Wang, F. Pratesi, S. Rinzivillo, D. Pedreschi, G. Andrienko, and N. Andrienko. Privacy-preserving Distributed Movement Data Aggregation. Accepted for publication in AGILE, 2013.
New paper on integrity verification of mining results
R. Liu, H. Wang, A. Monreale, D. Pedreschi, F. Giannotti, W. Guo. AUDIO: An Integrity Auditing Framework of Outlier-Mining-as-a-Service Systems. ECML PKDD 2012, pages: 1-18, 2012.
Journal paper on privacy-preserving data mining outsourcing
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.
Journal on Multi-dimensional SNA
M. Berlingerio, M. Coscia, F. Giannotti, A. Monreale, D. Pedreschi. Multidimensional Networks: Foundations of Structural Analysis. WWWJ, 2012 (to appear).