Privacy Preserving Approaches for Global Cycle Detections for Cyclic Association Rules in Distributed Databases

Nirali R. Nanavati, Devesh C. Jinwala

2012

Abstract

The current massive proliferation of data has led to collaborative data mining that requires preservation of individual privacy of the participants. A number of algorithms proposed till date in this scenario are limited to mining association rules and do not consider their cyclic nature that finds associations with respect to the time segment. Hence catering to this challenge, we propose techniques for privacy preservation while finding global cycles when mining cyclic association rules in a distributed setup. The proposed techniques are based on homomorphic encryption and Shamir’s secret sharing that can help us decipher partial and total global cycles along with maintaining privacy in a distributed setup. Additionally security, efficiency and correctness analysis of the proposed algorithms are also given.

Paper Citation

in Harvard Style

R. Nanavati N. and C. Jinwala D. (2012). Privacy Preserving Approaches for Global Cycle Detections for Cyclic Association Rules in Distributed Databases . In Proceedings of the International Conference on Security and Cryptography - Volume 1: SECRYPT, (ICETE 2012) ISBN 978-989-8565-24-2, pages 368-371. DOI: 10.5220/0004018803680371

in Bibtex Style

@conference{secrypt12,
author={Nirali R. Nanavati and Devesh C. Jinwala},
title={Privacy Preserving Approaches for Global Cycle Detections for Cyclic Association Rules in Distributed Databases},
booktitle={Proceedings of the International Conference on Security and Cryptography - Volume 1: SECRYPT, (ICETE 2012)},
year={2012},
pages={368-371},
publisher={SciTePress},
organization={INSTICC},
doi={10.5220/0004018803680371},
isbn={978-989-8565-24-2},
}

in EndNote Style

TY - CONF
JO - Proceedings of the International Conference on Security and Cryptography - Volume 1: SECRYPT, (ICETE 2012)
TI - Privacy Preserving Approaches for Global Cycle Detections for Cyclic Association Rules in Distributed Databases
SN - 978-989-8565-24-2
AU - R. Nanavati N.
AU - C. Jinwala D.
PY - 2012
SP - 368
EP - 371
DO - 10.5220/0004018803680371