You may use Roughset method for feature selection. Rough set analysis (RSA) is a formal approximation of a conventional (CRISP) set, which was described by Pawlak. This formal approximation, represents the lower and upper bound of the original set. It helps in adequate analysis of various types of data, especially when dealing with
inexact, vague and uncertain data. Please refer these papers: