A properties distribution similarity-based affinity propagation algorithm
Yizhan Wang · Journal of Changchun University of Technology · 2014
The traditional affinity propagation algorithm is sensitive to the type of data.Here we propose an improved affinity propagation algorithm which is based on property distribution similarity.JACCARD is introduced into property distribution similarity,and combined with affinity propagation clustering algorithm.Simulation results show that the method is with high precision and fast convergence,and can improve the clustering properties of high-dimensional sparse data.