revisit randomized response
TRANSCRIPT
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Lecture 4
How to define Privacy
Differential Privacy
Revisit Randomized Response
Laplace Mechanism optional
Announcement Canvas
HW 0 solution pwolftedbeonline
HW 1 coming
Waitlist
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How to define privacyApproaches
Arm Race i Think of possible attacks Defense against theseattacks
Example K anonymityagainst Linkage attack Think netfix attack
4 IMDB data
Formulate General Criteria
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K anonymityInput Table Output Table
Generalization
Replace a single value with a set ofpossible values28 I 30
male 1 7 female male
Table is K anonymous
if each row matches withat least k 1 other rows in
the nonsensitive attributes
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Seems to resist Linkage attacksCan't identify a record uniquelySeem hard to link other sources of info
What can go wrongEveryone in their 30s has cancer
Rule out other info
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Composition
Crossreferencing a
28 yearsold
tied.in ai sasaa ha'sash
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K anonymity issues
Specifies a set of acceptable output k anonymous tablesDoes not specify the algorithmic processFlexibility may leak info
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Differential Privacy Dwork McSherry Nissim Smith2006
Algorithmic Property
Rigorous guarantees against arbitrary external infoResists known attacks
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Data domain X e.g Eotgd RdData set X Xz Xz Xn C X
Randomized Algorithm AAtx is a randomvariable
Xz
x i A AceXn a
Data setwhatproperty
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Thought Experiment
XzXz Xz
X i A Acx x
X i s A AuXn
XnDataSet DataSet
X is a neighbor of xif they differ in one data point
Idea of Dpi Neighboring data sets induceStability close output distributions
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Definition Differential privacyX X'TIX datasets
It is E differentially private iffor all neighbors X and X hypothetical
for all subsets Em of outputsPEACH c EI e ee BEACHEET
bX E is small
Acxy e'Elite
Acid outputs
ie
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Basic Proof Strategy
for all neighbors X and Xfor all subsets E of outputs
PEACH c EI e ee PEACHEE
PEACH y s.eePEACxD Y
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