The proposed method had good performance for large sample sizes (n = 500 per arm) and when the number of unbalanced covariates was not too small as compared with the total number of baseline covariates(≥ 40 % of unbalanced covariates). We also provide a strategy for pre selection of the covariates needed to be included in the PS model to enhance imbalance detection.