D. PAPER ORGANIZATION There mainder of this paper is organized as follows :Section II to Section V discuss the privacy problems and approaches to these problems for data provider, data collector, data miner and decision maker, respectively. Studies of game theoretical approaches in the context of privacy-preserving data mining are reviewed in Section VI. Some non-technical issues related to sensitive information protection are discussed in Section VII. The paper is concluded in Section IX.