Privacy-Preserving Machine Learning

8 Privacy-preserving data management and operations

This chapter covers

• Widely used privacy models for data publishing
• Privacy threats and vulnerabilities in database systems
• Discovering privacy protection strategies in database management systems
• Database design considerations for implementing a privacy-preserving database system

In the previous chapter we discussed different privacy-enhancing techniques that can be utilized in data mining operations and how to implement the k-anonymity privacy model. In this chapter we’ll explore another set of privacy models that the research community has proposed to mitigate the flaws in the k-anonymity model. Toward the end of this chapter, we’ll discuss the recent evolution of data management techniques, ...