Feature selection using Information Gain and decision information in neighborhood decision system

Kanglin Qu, Jiucheng Xu, Qincheng Hou, Kangjian Qu, Yuanhao Sun

Abstract: Highlights•The joint information granule considers more possibilities.•The neighborhood information entropy measures are constructed.•A nonmonotonic algorithm is designed.•Information Gain is introduced to perform preliminary dimensionality reduction.