دانلود کتاب Data Streams: Models and Algorithms

فهرست مطالب :

Front Matter....Pages i-xxii
An Introduction to Privacy-Preserving Data Mining....Pages 1-9
A General Survey of Privacy-Preserving Data Mining Models and Algorithms....Pages 11-52
A Survey of Inference Control Methods for Privacy-Preserving Data Mining....Pages 53-80
Measures of Anonymity....Pages 81-103
k -Anonymous Data Mining: A Survey....Pages 105-136
A Survey of Randomization Methods for Privacy-Preserving Data Mining....Pages 137-156
A Survey of Multiplicative Perturbation for Privacy-Preserving Data Mining....Pages 157-181
A Survey of Quantification of Privacy Preserving Data Mining Algorithms....Pages 183-205
A Survey of Utility-based Privacy-Preserving Data Transformation Methods....Pages 207-237
Mining Association Rules under Privacy Constraints....Pages 239-266
A Survey of Association Rule Hiding Methods for Privacy....Pages 267-289
A Survey of Statistical Approaches to Preserving Confidentiality of Contingency Table Entries....Pages 291-312
A Survey of Privacy-Preserving Methods Across Horizontally Partitioned Data....Pages 313-335
A Survey of Privacy-Preserving Methods Across Vertically Partitioned Data....Pages 337-358
A Survey of Attack Techniques on Privacy-Preserving Data Perturbation Methods....Pages 359-381
Private Data Analysis via Output Perturbation....Pages 383-414
A Survey of Query Auditing Techniques for Data Privacy....Pages 415-431
Privacy and the Dimensionality Curse....Pages 433-460
Personalized Privacy Preservation....Pages 461-485
Privacy-Preserving Data Stream Classification....Pages 487-510
Back Matter....Pages 511-513