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

Nirali R. Nanavati; Devesh C. Jinwala

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Paper

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

Topics: Privacy; Security and Privacy in Complex Systems

In Proceedings of the International Conference on Security and Cryptography - Volume 0ICETE, 368-371, 2012 , Rome, Italy

Authors: Nirali R. Nanavati and Devesh C. Jinwala

Affiliation: Sardar Vallabhbhai National Institute of Technology, India

Keyword(s): Privacy, Cyclic Association Rules, Distributed Setup.

Related Ontology Subjects/Areas/Topics: Data and Application Security and Privacy ; Information and Systems Security ; Privacy ; Security and Privacy in Complex Systems

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.

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Paper citation in several formats:

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 (ICETE 2012) - SECRYPT; ISBN 978-989-8565-24-2; ISSN 2184-3236, SciTePress, pages 368-371. DOI: 10.5220/0004018803680371

@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 (ICETE 2012) - SECRYPT},
year={2012},
pages={368-371},
publisher={SciTePress},
organization={INSTICC},
doi={10.5220/0004018803680371},
isbn={978-989-8565-24-2},
issn={2184-3236},
}

TY - CONF

JO - Proceedings of the International Conference on Security and Cryptography (ICETE 2012) - SECRYPT
TI - Privacy Preserving Approaches for Global Cycle Detections for Cyclic Association Rules in Distributed Databases
SN - 978-989-8565-24-2
IS - 2184-3236
AU - R. Nanavati, N.
AU - C. Jinwala, D.
PY - 2012
SP - 368
EP - 371
DO - 10.5220/0004018803680371
PB - SciTePress