Status | 已发表Published |
Title | An Online Multi-Item Auction with Differential Privacy in Edge-Assisted Blockchains |
Creator | |
Date Issued | 2024-03-01 |
Source Publication | IEEE Internet of Things Journal
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ISSN | 2327-4662 |
Volume | 11Issue:5Pages:8133-8145 |
Abstract | In recent years, the blockchain-based Internet of Things (IoT) has been widely studied and applied, and every IoT device can act as a node in the blockchain. However, these lightweight nodes usually do not have enough computing power to complete the consensus or other computing-required tasks. Edge computing network gives a platform to provide computing power to IoT devices. A fundamental problem is how to allocate limited edge servers to IoT devices in a highly untrusted environment. In a fair competitive environment, the allocation mechanism should be online, truthful, and privacy-preserved. In order to meet these three challenges, we propose an online multi-item double auction (MIDA) mechanism by means of auction theory, where IoT devices are buyers and edge servers are sellers. However, ensuring truthfulness is often contradictory to protecting users' privacy. The participants' private information is at risk of being exposed to inference attacks, which may lead to malicious manipulation of the market by adversaries. Thus, we enhance our MIDA mechanism with differential privacy (DP) to protect sensitive information from being leaked. It slightly interferes with the auction results in performance but guarantees privacy protection with high confidence. In addition, we upgrade our privacy-preserved MIDA mechanism such that it adapts to more complex and realistic scenarios. In the end, the effectiveness and correctness of algorithms are evaluated and verified by theoretical analysis and numerical simulations. |
Keyword | Blockchain differential privacy (DP) inference attack Internet of Things (IoT) online double auction truthfulness |
DOI | 10.1109/JIOT.2023.3317179 |
URL | View source |
Language | 英语English |
Scopus ID | 2-s2.0-85173041035 |
Citation statistics | |
Document Type | Journal article |
Identifier | http://repository.uic.edu.cn/handle/39GCC9TT/11398 |
Collection | Faculty of Science and Technology |
Corresponding Author | Guo, Jianxiong |
Affiliation | 1.Advanced Institute of Natural Sciences,Beijing Normal University,Zhuhai,519087,China 2.BNU-HKBU United International College,Guangdong Key Laboratory of AI and Multi-Modal Data Processing,Zhuhai,519087,China 3.The University of Texas at Dallas,Erik Jonsson School of Engineering and Computer Science,Department of Computer Science,Richardson,75080,United States |
First Author Affilication | Beijing Normal-Hong Kong Baptist University |
Corresponding Author Affilication | Beijing Normal-Hong Kong Baptist University |
Recommended Citation GB/T 7714 | Guo, Jianxiong,Wu, Weili,Wang, Tianet al. An Online Multi-Item Auction with Differential Privacy in Edge-Assisted Blockchains[J]. IEEE Internet of Things Journal, 2024, 11(5): 8133-8145. |
APA | Guo, Jianxiong, Wu, Weili, Wang, Tian, & Jia, Weijia. (2024). An Online Multi-Item Auction with Differential Privacy in Edge-Assisted Blockchains. IEEE Internet of Things Journal, 11(5), 8133-8145. |
MLA | Guo, Jianxiong,et al."An Online Multi-Item Auction with Differential Privacy in Edge-Assisted Blockchains". IEEE Internet of Things Journal 11.5(2024): 8133-8145. |
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