The proposed method resolves the issue of instability caused by fixing the random walking step.
The proposed method considers the impact of topology environment on the random walking.
The ANRW gives an adaptive way to adjust the detected community, to reduce the time complex.
The ANRW is adequate to the parallel computing and large data analysis.