115 search results - page 1 / 23 » Boosting and Differential Privacy |
FOCS
2010
IEEE
13 years 3 months ago
2010
IEEE
Boosting is a general method for improving the accuracy of learning algorithms. We use boosting to construct improved privacy-preserving synopses of an input database. These are da...
PVLDB
2010
13 years 3 months ago
2010
We show that it is possible to significantly improve the accuracy of a general class of histogram queries while satisfying differential privacy. Our approach carefully chooses a...
ACSAC
2008
IEEE
13 years 11 months ago
2008
IEEE
COLT
1999
Springer
13 years 9 months ago
1999
Springer
We propose a new boosting algorithm. This boosting algorithm is an adaptive version of the boost by majority algorithm and combines bounded goals of the boost by majority algorith...
SDMW
2010
Springer
13 years 3 months ago
2010
Springer