The service-oriented infrastructure has become popular for collaboratively mining data distributed over organizations , where the participants are the data providers who submit their perturbed datasets to the designated data mining service provider (the data miner) for mining commonly interested models.
& Liu, L.
(2007). Space Adaptation: Privacy-Preserving Multiparty Collaborative Mining with Geometric Perturbation. Proceedings of the Twenty-Sixth Annual ACM Symposium on Principles of Distributed Computing, 324-325.
Additional FilesSpace Adaptation PPT.pdf (89 kB)