Query set size control
Don’t return an answer if set size is too small
N-respondent, k% dominance rule
Do not release statistic if k% or more contributed by N or fewer
Example: Avg salary in Bill Gates’ neighborhood
Used by the US Census Bureau
Randomization
Add small amount of random noise to data
Many other methods --- none satisfactory