TY - GEN
T1 - Effects of inconsistently masked data using RPT on CF with privacy
AU - Polat, Huseyin
AU - Du, Wenliang
PY - 2007
Y1 - 2007
N2 - Randomized perturbation techniques (RPT) are applied to perturb the customers' private data to protect privacy while providing accurate referrals. In the RPT-based collaborative filtering (CF) with privacy schemes, proposed so far, users disguise their ratings in the same way to achieve consistently perturbed data. However, since users might have different levels of concerns about their privacy, the customers might decide to perturb their private data differently, which causes inconsistently masked data. How, then, can e-companies present referrals using such data and how can inconsistent data disguising affect accuracy and privacy?.
AB - Randomized perturbation techniques (RPT) are applied to perturb the customers' private data to protect privacy while providing accurate referrals. In the RPT-based collaborative filtering (CF) with privacy schemes, proposed so far, users disguise their ratings in the same way to achieve consistently perturbed data. However, since users might have different levels of concerns about their privacy, the customers might decide to perturb their private data differently, which causes inconsistently masked data. How, then, can e-companies present referrals using such data and how can inconsistent data disguising affect accuracy and privacy?.
KW - Accuracy
KW - CF
KW - Inconsistently perturbed data
KW - Privacy
KW - RPT
UR - http://www.scopus.com/inward/record.url?scp=35248871029&partnerID=8YFLogxK
UR - http://www.scopus.com/inward/citedby.url?scp=35248871029&partnerID=8YFLogxK
U2 - 10.1145/1244002.1244151
DO - 10.1145/1244002.1244151
M3 - Conference contribution
AN - SCOPUS:35248871029
SN - 1595934804
SN - 9781595934802
T3 - Proceedings of the ACM Symposium on Applied Computing
SP - 649
EP - 653
BT - Proceedings of the 2007 ACM Symposium on Applied Computing
T2 - 2007 ACM Symposium on Applied Computing
Y2 - 11 March 2007 through 15 March 2007
ER -