Anonymity
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Anonymity
- 1. Large Scale Threats to Data Anonymity Arvind Narayanan Joint work with Vitaly Shmatikov Kamalika Chaudhuri
- 8. Sweeney – linking (exact match) (Anonymous) (Non-anonymous) Hardly secret Probably not secret
- 12. Distance to nearest neighbor
- 13. Netflix’s take on privacy Even if, for example, you knew all your own ratings and their dates you probably couldn’t identify them reliably in the data because only a small sample was included (less than one-tenth of our complete dataset) and that data was subject to perturbation . Of course, since you know all your own ratings that really isn’t a privacy problem is it? -- Netflix Prize FAQ
- 30. Hapmap’s take on privacy The samples are anonymous with regard to individual identity. Samples cannot be connected to individuals, and no personal information is linked to any sample. As an additional safeguard, more samples were collected from each population than were used, so no one knows whether any particular person's DNA is included in the study.