A comprehensive review on privacy preserving data mining
Preservation of privacy in data mining has emerged as an absolute prerequisite for
exchanging confidential information in terms of data analysis, validation, and publishing …
exchanging confidential information in terms of data analysis, validation, and publishing …
Privacy-preserving schemes for safeguarding heterogeneous data sources in cyber-physical systems
Cyber-Physical Systems (CPS) underpin global critical infrastructure, including power,
water, gas systems and smart grids. CPS, as a technology platform, is unique as a target for …
water, gas systems and smart grids. CPS, as a technology platform, is unique as a target for …
Privacy-preserving-outsourced association rule mining on vertically partitioned databases
Association rule mining and frequent itemset mining are two popular and widely studied
data analysis techniques for a range of applications. In this paper, we focus on privacy …
data analysis techniques for a range of applications. In this paper, we focus on privacy …
Privacy-preserving association rule mining using homomorphic encryption in a multikey environment
H Pang, B Wang - IEEE Systems Journal, 2020 - ieeexplore.ieee.org
With the development of big data and cloud computing, data analysis technologies play an
important role to produce huge market values. Customers with limited computing resources …
important role to produce huge market values. Customers with limited computing resources …
Privacy preserving association rule mining: Taxonomy, techniques, and metrics
L Zhang, W Wang, Y Zhang - IEEE Access, 2019 - ieeexplore.ieee.org
In the last decades, pervasive computing is generating a growing quantity of data. Data
mining (DM) technology has become increasingly popular. However, the excessive …
mining (DM) technology has become increasingly popular. However, the excessive …
Verifiable privacy-preserving association rule mining using distributed decryption mechanism on the cloud
Y Chen, Q Zhao, P Duan, B Zhang, Z Hong… - Expert Systems with …, 2022 - Elsevier
As one of the important ways in data mining, the association rule mining is to analyze the
correlation of transactions based on massive data and mine the hidden valuable …
correlation of transactions based on massive data and mine the hidden valuable …
PPDMIT: A lightweight architecture for privacy-preserving data aggregation in the Internet of Things
Data is generated over time by each device in the Internet of Things (IoT) ecosphere. Recent
years have seen a resurgence in interest in the IoT due to its positive impact on society …
years have seen a resurgence in interest in the IoT due to its positive impact on society …
Privacy-preserving mining of association rule on outsourced cloud data from multiple parties
It has been widely recognized as a challenge to carry out data analysis and meanwhile
preserve its privacy in the cloud. In this work, we mainly focus on a well-known data analysis …
preserve its privacy in the cloud. In this work, we mainly focus on a well-known data analysis …
Efficient privacy-preserving frequent itemset query over semantically secure encrypted cloud database
W Wu, M **an, U Parampalli, B Lu - World Wide Web, 2021 - Springer
In recent years, more users tend to use data mining as a service (DMaaS) provided by cloud
service providers. However, while enjoying the convenient pay-per-use mode and powerful …
service providers. However, while enjoying the convenient pay-per-use mode and powerful …
Toward fault-tolerant and secure frequent itemset mining outsourcing in hybrid cloud environment
H Rong, J Liu, W Wu, J Hao, H Wang, M **an - Computers & Security, 2020 - Elsevier
Due to the rising costs of maintaining IT infrastructures for large-scale data mining, it is
becoming a trend for data owners to outsource data mining tasks together with storage to …
becoming a trend for data owners to outsource data mining tasks together with storage to …