Authenticated Subgraph Matching in Hybrid-Storage Blockchains

科研成果: 书/报告/会议事项章节会议稿件同行评审

摘要

Graphs serve as an essential data structure to model complex relationships in a variety of applications, such as social networks, web graphs, and chemical informatics. Due to the high cost of maintaining large-scale graph data and executing graph queries, data owners often outsource their graph data to a third-party service provider for graph processing. In this scenario, it is crucial to ensure the integrity of query results, as the provider may have the incentive to return only partial or tampered results to save computing resources or serve their own interests. Blockchain, as a promising solution for secure data storage and retrieval, opens up new opportunities for data management in such scenarios. To scale the blockchain, many works have been conducted using off-chain storage while ensuring the integrity of query results for key-value data in hybrid-storage blockchain architectures. To our knowledge, there is no work to enable the blockchain to support subgraph matching queries. In this paper, we present a novel approach to support authenticated subgraph matching queries for large graphs kept off-chain. We first design the authenticated data structure as MELTree and keep the digests of the roots on-chain. We propose the verification object (VO) construction algorithm AMatching for queries to ensure the completeness and soundness of the results. To further reduce the cost, we propose AMatching∗ based on a bidirectional search including forward search and reverse search. Moreover, we further optimize the on-chain storage cost by proposing MVPTree, which organizes the structures for vertices and only needs to keep one root digest on-chain for verification. Experimental results show that the proposed algorithms and the optimizations improve the performance significantly.

源语言英语
主期刊名Proceedings - 2024 IEEE 40th International Conference on Data Engineering, ICDE 2024
出版商IEEE Computer Society
1986-1998
页数13
ISBN(电子版)9798350317152
DOI
出版状态已出版 - 2024
活动40th IEEE International Conference on Data Engineering, ICDE 2024 - Utrecht, 荷兰
期限: 13 5月 202417 5月 2024

出版系列

姓名Proceedings - International Conference on Data Engineering
ISSN(印刷版)1084-4627
ISSN(电子版)2375-0286

会议

会议40th IEEE International Conference on Data Engineering, ICDE 2024
国家/地区荷兰
Utrecht
时期13/05/2417/05/24

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