2013 IEEE 13th International Conference on Data Mining (2013)
Dallas, TX, USA USA
Dec. 7, 2013 to Dec. 10, 2013
DOI Bookmark: http://doi.ieeecomputersociety.org/10.1109/ICDM.2013.81
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.
Itemsets, Servers, Data mining, Optimization, Protocols, Cryptography, Complexity theory
B. Dong, R. Liu and W. H. Wang, "Integrity Verification of Outsourced Frequent Itemset Mining with Deterministic Guarantee," 2013 IEEE 13th International Conference on Data Mining(ICDM), Dallas, TX, USA USA, 2013, pp. 1025-1030.