A heuristic based dependency calculation technique for rough set theory.

•Rough Sets use positive region based dependency measure.•Calculating positive region is a computationally expensive task.•We have proposed a new heuristic based dependency calculation technique.•The proposed method avoids calculation of positive region.•Results have justified the proposed solution.