Local neighborhood rough set.

•Local neighborhood rough set (LNRS) is proposed.•The LNRS model can handle big data with numeric attributes and limited labels.•The corresponding concept approximation and attribute reduction algorithms have linear time complexity.•The study provides a bridge between neighborhood rough set and local rough set.