8 citations · 23 across the 6 of their papers we have counts for
Showing 2016Show all
3 papers · 1 filter
cs.LG2016
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…
cs.LG2016★ 5 cited
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…
cs.LG2016★ 3 cited
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…