1 INTRODUCTION  
2 PRELIMINARIES AND PROBLEM FORMULATION  
3 DE-IDENTIFICATION PROCESS  
4 PRIVACY RISK  
5 PRIVACY-PRESERVING TECHNIQUES  
6 DATA UTILITY  
7 STUDIES ON THE EFFECTIVENESS OF PRIVACY-PRESERVING TECHNIQUES  
8 OPEN ISSUES  
9 CONCLUSION  