data obfuscation} is used to refer to the class of algorithms that modify the values of the data items without distorting … the usefulness of the data. The main goal of this thesis is the development of a data obfuscation technique that provides … robust cluster preserving data obfuscation algorithm, and (c) the design and implementation of a privacy-preserving shared …