Integrity Verification of Outsourced Frequent Itemset Mining with Deterministic Guarantee
In this paper, we focus on the problem of result integrity verification for outsourcing of frequent item set mining. We design efficient cryptographic approaches that verify whether the returned frequent item set mining results are correct and complete with deterministic guarantee. The key of our solution is that the service provider constructs cryptographic proofs of the mining results. Both correctness and completeness of the mining results are measured against the proofs. We optimize the verification by minimizing the number of proofs. Our empirical study demonstrates the efficiency and effectiveness of the verification approaches.
MSU Digital Commons Citation
Dong, Boxiang; Liu, Ruilin; and Wang, Wendy Hui, "Integrity Verification of Outsourced Frequent Itemset Mining with Deterministic Guarantee" (2013). Department of Computer Science Faculty Scholarship and Creative Works. 346.