A Survey For Study of Feature Selection Based on Mutual Information

Feature selection is a hot topic in information science to deal with high-dimensional data. In this paper, feature selection method are classified from the perspective of evaluation strategy. We present a review of the state of art of feature selection based on mutual information. From a perspective of application in hyperspectral image, we analyze typical band selection methods and discuss the future trend of research thought.