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PRIVACY IN NETWORK TRACES Ilya Mironov Microsoft Research (Silicon Valley Campus)
Anonymity vs Privacy Anonymity = identity protection Privacy – much, much more Everyone of you has watched Titanic!
Personally Identifiable Information -Golden Standard of privacy reviews - Language of many laws (e.g., HIPAA)
Personally Identifiable Information PII =
Everything is PII [Narayanan & Shmatikov, Oakland 2008]
Sanitization Safe to release - Inadequate privacy - Loss of utility [Dinur & Nissim, PODS 2003]
Our vision: Differential privacy q q r r'r' - Interactive access - Precise and general guarantees - Randomized responses [Dwork, ICALP 2006]
Privacy budget q r q r'r' privacy
PINQ LINQ: C#-based data access language PINQ: LINQ with privacy guarantees Population density: [McSherry, 2008]
More information Microsoft Research (Silicon Valley Campus) project: http://research.microsoft.com/research/sv/DatabasePrivacy/
At first the Web was just reading. 250,000 sites visited for 45 million users.
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29e CONFÉRENCE INTERNATIONALE DES COMMISSAIRES À LA PROTECTION DES DONNÉES ET DE LA VIE PRIVÉE 29 th INTERNATIONAL DATA PROTECTION AND PRIVACY COMMISSIONERS.
Thomas Ball Microsoft Research. C# 3.0C# 3.0 Visual Basic 9.0Visual Basic 9.0 OthersOthers.NET Language Integrated Query LINQ to Objects LINQ to DataSets.
Subpoenas Regulations and Law Internal Policy.
Name ____________________ Date ___________ Period ____.
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KDE Employee Training. What IS a Data Breach? Unauthorized release (loss or theft) of Sensitive or Confidential Data, such as PII, PHI, etc. On site or.
Privacy analysis of user association log in an enterprise wireless network Keren Tan.
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