数据流上线性代数查询的轻量级认证

Stavros Papadopoulos, Graham Cormode, Antonios Deligiannakis, M. Garofalakis
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引用次数: 29

摘要

我们考虑一个流外包设置,其中数据所有者将一组不相连的数据流的管理委托给一个不受信任的服务器。所有者通过签名验证他的流。服务器为所有者信任的客户端处理流联合上的连续查询。与结果一起,服务器发送来自所有者签名的结果正确性证明,这很容易被客户端验证。我们设计了一种新颖的结构,用于表示为线性代数查询的流上的一系列基本问题。特别是,我们的基本方案验证了动态向量和和和点积,以及动态矩阵积。这些技术可用于对流环境中的各种重要操作进行身份验证,包括按组查询、连接、网络内聚合、相似性匹配和事件处理。我们所有的方案都是非常轻量级的,并提供来自正式定义和证明的强大加密保证。我们通过实验证实了我们方案的实用性。
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Lightweight authentication of linear algebraic queries on data streams
We consider a stream outsourcing setting, where a data owner delegates the management of a set of disjoint data streams to an untrusted server. The owner authenticates his streams via signatures. The server processes continuous queries on the union of the streams for clients trusted by the owner. Along with the results, the server sends proofs of result correctness derived from the owner's signatures, which are easily verifiable by the clients. We design novel constructions for a collection of fundamental problems over streams represented as linear algebraic queries. In particular, our basic schemes authenticate dynamic vector sums and dot products, as well as dynamic matrix products. These techniques can be adapted for authenticating a wide range of important operations in streaming environments, including group by queries, joins, in-network aggregation, similarity matching, and event processing. All our schemes are very lightweight, and offer strong cryptographic guarantees derived from formal definitions and proofs. We experimentally confirm the practicality of our schemes.
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