Privacy-Aware Knowledge Discovery Novel Applications and New Techniques

General Techniques
Anonymity Technologies for Privacy-Preserving Data Publishing and Mining, Anna Monreale, Dino Pedreschi, and Ruggero G. Pensa
Privacy Preservation in the Publication of Sparse Multidimensional Data, Manolis Terrovitis, Nikos Mamoulis, and Panos Kalnis
Knowledge Hiding in Emerging Application Domains, Osman Abul
Condensation-Based Methods in Emerging Application Domains, Yucel Saygin and Mehmet Ercan Nergiz

Traces and Streams
Catch, Clean, and Release: A Survey of Obstacles and Opportunities for Network Trace Sanitization, Keren Tan, Jihwang Yeo, Michael E. Locasto, and David Kotz
Output Privacy in Stream Mining, Ting Wang and Ling Liu

Spatio-Temporal and Mobility Data
Privacy Issues in Spatiotemporal Data Mining, Aris Gkoulalas–Divanis and Vassilios S. Verykios
Probabilistic Grid–Based Approaches for Privacy-Preserving Data Mining on Moving Object Trajectories, Győző Gidófalvi, Xuegang Huang, and Torben Bach Pedersen
Privacy and Anonymity in Location Data Management, Claudio Bettini, Sergio Mascetti, Dario Freni, X. Sean Wang, and Sushil Jajodia

Time Series
Privacy Preservation on Time Series, Spiros Papadimitriou, Feifei Li, George Kollios, and Philip S. Yu
A Segment-Based Approach to Preserve Privacy in Time Series Data Mining, Yongjian Fu and Ye Zhu

Biomedical Data
A Survey of Challenges and Solutions for Privacy in Clinical Genomics Data Mining, Bradley Malin, Christopher Cassa, and Murat Kantarcioglu
Privacy-Aware Health Information Sharing, Thomas Trojer, Cheuk-kwong Lee, Benjamin C.M. Fung, Lalita Narupiyakul, and Patrick C.K. Hung

Web Usage Data
Issues with Privacy Preservation in Query Log Mining, Ricardo Baeza-Yates, Rosie Jones, Barbara Poblete, and Myra Spiliopoulou
Preserving Privacy in Web Recommender Systems, Ranieri Baraglia, Claudio Lucchese, Salvatore Orlando, Raffaele Perego, and Fabrizio Silvestri

Social Networks
The Social Web and Privacy: Practices, Reciprocity and Conflict Detection in Social Networks, Seda Gürses and Bettina Berendt
Privacy Issues in Online Social Networks, Barbara Carminati, Elena Ferrari, Murat Kantarcioglu, and Bhavani Thuraisingham
Analyzing Private Network Data, Michael Hay, Gerome Miklau, and David Jensen

References

Biography

Francesco Bonchi is a senior research scientist at Yahoo! Research in Barcelona, Spain, where he is part of the Barcelona Social Mining Group. He is program co-chair of the upcoming European Conference on Machine Learning and Principles and Practice of Knowledge Discovery in Databases (ECML PKDD 2010). Dr. Bonchi has also served as program co-chair of the first and second ACM SIGKDD International Workshop on Privacy, Security, and Trust in KDD (PinKDD 2007 and 2008), the first IEEE International Workshop on Privacy Aspects of Data Mining (PADM 2006), and the fourth International Workshop on Knowledge Discovery in Inductive Databases (KDID 2005). He earned his Ph.D. in computer science from the University of Pisa.

Elena Ferrari is a professor of computer science at the University of Insubria in Italy, where she heads the Database & Web Security Group. In 2009, Dr. Ferrari received the IEEE Computer Society’s prestigious Technical Achievement Award for "outstanding and innovative contributions to secure data management." She has served as program co-chair of the third IFIP WG 11.11 International Conference on Trust Management (IFIPTM 2009), PinKDD 2007 and 2008, the fourth ACM Symposium on Access Control Models and Technologies (SACMAT 2004), and the first Workshop on Web Security and Semantic Web at COMPSAC 2002. She earned her Ph.D. in computer science from the University of Milano. Check out Dr. Ferrari's interview with the IEEE Computer Society.