5 citations · 12 across the 4 of their papers we have counts for
4 papers
A Members First Approach to Enabling LinkedIn's Labor Market Insights at Scale
Ryan Rogers, Adrian Rivera Cardoso, Koray Mancuhan +5
We describe the privatization method used in reporting labor market insights from LinkedIn's Economic Graph, including the differentially private algorithms used to protect member'…
K-Nearest Neighbor Classification Using Anatomized Data
Koray Mancuhan, Chris Clifton
This paper analyzes k nearest neighbor classification with training data anonymized using anatomy. Anatomy preserves all data values, but introduces uncertainty in the mapping betw…
Statistical Learning Theory Approach for Data Classification with l-diversity
Koray Mancuhan, Chris Clifton
Corporations are retaining ever-larger corpuses of personal data; the frequency or breaches and corresponding privacy impact have been rising accordingly. One way to mitigate this…
Decision Tree Classification on Outsourced Data
Koray Mancuhan, Chris Clifton
This paper proposes a client-server decision tree learning method for outsourced private data. The privacy model is anatomization/fragmentation: the server sees data values, but th…