Differentially private fuzzy C-means clustering algorithms for fuzzy datasets

In this paper, we propose two fuzzy clustering algorithms in the differential privacy scheme based on the fuzzy c-means algorithm. Up to the author's knowledge, these are the first algorithms of their kind which provide privacy for fuzzy data. Moreover, these two algorithms are experimentally compared with the original fuzzy algorithm and shown to be good approximation for the original fuzzy c-means algorithm.