WaveCluster is an important family of grid-based clustering algorithms that are capable of finding clusters of arbitrary shapes. In this paper, we investigate techniques to perform WaveCluster while ensuring differential privacy.Our goal is to develop a general technique for achieving differential privacy on WaveCluster that accommodates different wavelet transforms.
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Chen et al. (2015) studied this question.
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