With the development of Internet and other digital technologies, speed data generation has become considerably faster than processing. Because big typically contain massive redundant information, it is possible to significantly simplify a dataset while maintaining key information. In this paper, we develop high-dimensional (HD) simplification method based on eigenvalues eigenfunctions Laplace-B...