This letter presents an unsupervised feature selection method based on machine learning. Feature is important component of artificial intelligence, learning, which can effectively solve the curse dimensionality problem. Since most labeled data expensive to obtain, this paper focuses method. The distance metric traditional algorithms usually Euclidean distance, and it maybe unreasonable map high...